{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Download Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !wget 'http://ufldl.stanford.edu/housenumbers/extra.tar.gz'\n",
    "# !tar xvf extra.tar.gz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Converting .mat file to .csv\n",
    "The label file is in the .mat format, we shall convert it to a more user-friendly format."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !git clone https://github.com/prijip/Py-Gsvhn-DigitStruct-Reader.git\n",
    "# %cd Py-Gsvhn-DigitStruct-Reader/\n",
    "# !python digitStructMatToCsv.py ../extra/digitStruct.mat ../ocr.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inspect Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai.vision import *\n",
    "from fastai.text import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('extra_ocr.csv')\n",
    "images = get_image_files('extra')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "labelled_df = df.groupby('FileName').apply(lambda x: ''.join([str(i) for i in x['DigitLabel']])).to_frame().reset_index(0)\n",
    "labelled_df.columns = ['filename','labels']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = labelled_df['labels'].tolist()\n",
    "labels_clean = []\n",
    "\n",
    "for label in labels:\n",
    "    label = str(label)\n",
    "    idx = label.find('0')\n",
    "    if idx != -1:\n",
    "        if label[idx-1] == '1':\n",
    "            label = label[:idx-1]+label[idx:]\n",
    "    labels_clean += [int(label)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "labelled_df['labels'] = labels_clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_,axs = plt.subplots(5,2,figsize=(15,15))\n",
    "axs = axs.flatten()\n",
    "\n",
    "for i in range(10):\n",
    "    start = np.random.randint(len(images)-10)\n",
    "\n",
    "    name = images[start+i].name\n",
    "    im = open_image(images[start+i])\n",
    "    im.show(figsize=(6,6),ax=axs[i])\n",
    "    axs[i].set_title('Label: '+str(labelled_df.loc[labelled_df['filename'] == name]['labels'].item()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "/opt/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  # This is added back by InteractiveShellApp.init_path()\n"
     ]
    }
   ],
   "source": [
    "src = ImageList.from_folder('extra').split_by_rand_pct(0.1,seed=42)\n",
    "train_names = [items.name for items in src.train.items]\n",
    "val_names = [items.name for items in src.valid.items]\n",
    "train_order = {v:k for k,v in enumerate(train_names)}\n",
    "val_order = {v:k for k,v in enumerate(val_names)}\n",
    "train_df = labelled_df[labelled_df['filename'].isin(train_names)]\n",
    "valid_df = labelled_df[labelled_df['filename'].isin(val_names)]\n",
    "train_df['order'] = train_df['filename'].apply(train_order.__getitem__)\n",
    "train_df = train_df.sort_values('order')\n",
    "\n",
    "valid_df['order'] = valid_df['filename'].apply(val_order.__getitem__)\n",
    "valid_df = valid_df.sort_values('order')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "class OCRTokenizer(BaseTokenizer):\n",
    "    def __init__(self,lang=None):\n",
    "        pass\n",
    "    def tokenizer(self,t):\n",
    "        bos = t[:5]\n",
    "        eos = t[-5:]\n",
    "        t = t[5:-5]\n",
    "        return [bos] + [char for char in t] + [eos]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "tok_pre_rules = []\n",
    "tok_post_rules = []\n",
    "\n",
    "tok = Tokenizer(tok_func=OCRTokenizer, pre_rules=tok_pre_rules, post_rules=tok_post_rules)\n",
    "\n",
    "procs = [TokenizeProcessor(tokenizer=tok, include_bos=True, include_eos=True), \n",
    "            NumericalizeProcessor(min_freq=1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = './'\n",
    "label_train_il = TextList.from_df(train_df, path=path, cols=['labels'], processor=procs).process()\n",
    "label_valid_il = TextList.from_df(valid_df, path=path, cols=['labels'], processor=procs).process()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "trn_ll = LabelList(src.train, label_train_il)\n",
    "val_ll = LabelList(src.valid, label_valid_il)\n",
    "\n",
    "lls = LabelLists(path, train=trn_ll, valid=val_ll)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ocr_pad_collate(samples:BatchSamples, pad_idx:int=1, pad_first:bool=False, \n",
    "                        include_targets=True, include_lengths=True, include_masks=True,\n",
    "                        backwards:bool=False) -> Tuple[LongTensor, LongTensor]:\n",
    "    \n",
    "    \"Function that collect samples and adds padding. Flips token order if needed\"\n",
    "    samples = to_data(samples)\n",
    "    c,h,w = samples[0][0].shape\n",
    "    samples.sort(key=lambda x: len(x[1]), reverse=True)\n",
    "    \n",
    "    y_lens = [len(s[1]) for s in samples]\n",
    "    y_max_len = max(y_lens)\n",
    "    y_res = torch.zeros(len(samples), y_max_len).long() + pad_idx\n",
    "    \n",
    "    x_res = torch.zeros(len(samples),c,h,w).float()\n",
    "    \n",
    "    if backwards: pad_first = not pad_first\n",
    "        \n",
    "    for i,s in enumerate(samples):\n",
    "        if pad_first: \n",
    "            y_res[i,-len(s[1]):] = LongTensor(s[1])\n",
    "        else:         \n",
    "            y_res[i,:len(s[1]):] = LongTensor(s[1])\n",
    "        x_res[i,:] = tensor(s[0])\n",
    "            \n",
    "    return x_res, y_res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = ImageDataBunch.create_from_ll(lls,size=(48,100),collate_fn=ocr_pad_collate,bs=200).normalize(imagenet_stats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
      "text/plain": [
       "Image (3, 48, 100)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.valid_ds[2][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text xxbos   1 5 3   xxeos"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.valid_ds[2][1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Architecture"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "class BidirectionalLSTM(nn.Module):\n",
    "    def __init__(self, nIn, nHidden, nOut):\n",
    "        super(BidirectionalLSTM, self).__init__()\n",
    "\n",
    "        self.rnn = nn.LSTM(nIn, nHidden, bidirectional=True)\n",
    "        self.embedding = nn.Linear(nHidden * 2, nOut)\n",
    "\n",
    "    def forward(self, input):\n",
    "        recurrent, _ = self.rnn(input)\n",
    "        T, b, h = recurrent.size()\n",
    "        t_rec = recurrent.view(T * b, h)\n",
    "\n",
    "        output = self.embedding(t_rec)  # [T * b, nOut]\n",
    "        output = output.view(T, b, -1)\n",
    "\n",
    "        return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResNetFeatureExtractor(nn.Module):\n",
    "    def __init__(self, nh, **kwargs):\n",
    "        super().__init__()\n",
    "        self.cnn = create_body(models.resnet34,pretrained=True)\n",
    "        self.rnn = nn.Sequential(\n",
    "                  BidirectionalLSTM(512, nh, nh),\n",
    "                  BidirectionalLSTM(nh, nh, nh)\n",
    "        )\n",
    "\n",
    "    def forward(self,input):\n",
    "        #get features\n",
    "        features = self.cnn(input)\n",
    "\n",
    "        #We want `nc` from convs to be the hidden dim, and `width` to be the `sentence length`\n",
    "        features = features.mean(-2)\n",
    "        features = features.permute(2, 0, 1)\n",
    "\n",
    "        encoder_outputs = self.rnn(features)  # 25×bs×nh\n",
    "\n",
    "        return encoder_outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "class AttentionDecoder(nn.Module):\n",
    "\n",
    "    def __init__(self, hidden_size, output_size, dropout_p=0.1):\n",
    "        super(AttentionDecoder, self).__init__()\n",
    "        self.hidden_size = hidden_size\n",
    "        self.output_size = output_size\n",
    "        self.dropout_p = dropout_p\n",
    "\n",
    "        self.embedding = nn.Embedding(self.output_size, self.hidden_size)\n",
    "        self.attn_combine = nn.Linear(self.hidden_size * 2, self.hidden_size)\n",
    "        self.dropout = nn.Dropout(self.dropout_p)\n",
    "        self.gru = nn.GRU(self.hidden_size, self.hidden_size)\n",
    "        self.out = nn.Linear(self.hidden_size, self.output_size)\n",
    "\n",
    "        # test\n",
    "        self.vat = nn.Linear(hidden_size, 1)\n",
    "\n",
    "    def forward(self, input, hidden, encoder_outputs):\n",
    "        embedded = self.embedding(input)        \n",
    "        embedded = self.dropout(embedded)\n",
    "\n",
    "        # test\n",
    "        batch_size = encoder_outputs.shape[1]\n",
    "        alpha = hidden + encoder_outputs        \n",
    "        alpha = alpha.view(-1, alpha.shape[-1])\n",
    "        attn_weights = self.vat( torch.tanh(alpha))                     \n",
    "        attn_weights = attn_weights.view(-1, 1, batch_size).permute((2,1,0))\n",
    "        attn_weights = F.softmax(attn_weights, dim=2)\n",
    "\n",
    "        attn_applied = torch.matmul(attn_weights,\n",
    "                                 encoder_outputs.permute((1, 0, 2)))     \n",
    "        \n",
    "        try:\n",
    "          output = torch.cat((embedded, attn_applied.squeeze(1) ), 1) \n",
    "        except:\n",
    "          output = torch.cat((embedded.unsqueeze(0), attn_applied.squeeze(1) ), 1) \n",
    "\n",
    "        output = self.attn_combine(output).unsqueeze(0)\n",
    "\n",
    "        output = F.relu(output)\n",
    "        output, hidden = self.gru(output, hidden)\n",
    "        \n",
    "        ## index into 0 to remove the first dim (it is 1)\n",
    "        logits = self.out(output) #output logits\n",
    "        return logits, hidden, attn_weights\n",
    "\n",
    "    def initHidden(self, batch_size):\n",
    "        result = Variable(torch.zeros(1, batch_size, self.hidden_size))\n",
    "\n",
    "        return result\n",
    "      \n",
    "class Decoder(nn.Module):\n",
    "    def __init__(self, nh=256, nclass=13, dropout_p=0.1, teacher_forcing=0.75, max_len=15, pad_idx=1, bos_idx=2):\n",
    "        super().__init__()\n",
    "        self.hidden_size = nh\n",
    "        self.decoder = AttentionDecoder(nh, nclass, dropout_p)\n",
    "        self.teacher_forcing = 0.5\n",
    "        self.max_len = max_len\n",
    "        self.pad_idx = pad_idx\n",
    "        self.bos_idx = bos_idx\n",
    "    def forward(self, encoded_images, target=None): \n",
    "        bs = encoded_images.shape[1]\n",
    "        decoder_hidden = self.initHidden(bs).cuda()\n",
    "        decoder_input = encoded_images.new_zeros(bs).long() + self.bos_idx  \n",
    "        \n",
    "        outputs = []\n",
    "        \n",
    "        for i in range(1, self.max_len):  \n",
    "            decoder_output, decoder_hidden, decoder_attention = self.decoder(decoder_input, decoder_hidden, encoded_images)\n",
    "            outputs += [decoder_output]\n",
    "\n",
    "            _, topi = decoder_output.data.topk(1)\n",
    "            decoder_input = topi.squeeze()\n",
    "            if (decoder_input==self.pad_idx).all(): break\n",
    "            if (target is not None) and (random.random()<self.teacher_forcing):\n",
    "                if i>=target.shape[1]-1: \n",
    "                    break\n",
    "                decoder_input = target[:,i]\n",
    "\n",
    "              \n",
    "        return torch.cat(outputs,0).permute(1,0,2)\n",
    "\n",
    "    def initHidden(self, batch_size):\n",
    "        result = torch.zeros(1, batch_size, self.hidden_size)\n",
    "        return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "class OCRModel(nn.Module):\n",
    "      def __init__(self):\n",
    "        super().__init__()\n",
    "        self.encoder = ResNetFeatureExtractor(nh = 256)\n",
    "        self.decoder = Decoder(256, 24, dropout_p=0.1)\n",
    "   \n",
    "      def forward(self,input, target=None):\n",
    "        encoded = self.encoder(input)\n",
    "        output = self.decoder(encoded, target)\n",
    "\n",
    "        return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def OCR_loss(out, targ, pad_idx=1):\n",
    "    targ = targ[:,1:]\n",
    "    bs,targ_len = targ.size()\n",
    "    _,out_len,vs = out.size()\n",
    "    if targ_len>out_len: out  = F.pad(out,  (0,0,0,targ_len-out_len,0,0), value=pad_idx)\n",
    "    if out_len>targ_len: targ = F.pad(targ, (0,out_len-targ_len,0,0), value=pad_idx)\n",
    "    return CrossEntropyFlat()(out, targ)\n",
    "\n",
    "def OCR_acc(out, targ, pad_idx=1):\n",
    "    targ = targ[:,1:]\n",
    "    bs,targ_len = targ.size()\n",
    "    _,out_len,vs = out.size()\n",
    "    if targ_len>out_len: out  = F.pad(out,  (0,0,0,targ_len-out_len,0,0), value=pad_idx)\n",
    "    if out_len>targ_len: targ = F.pad(targ, (0,out_len-targ_len,0,0), value=pad_idx)\n",
    "    out = out.argmax(-1)\n",
    "    return (out==targ).float().mean()\n",
    "\n",
    "class TeacherForcing(LearnerCallback):\n",
    "    def __init__(self, learn, end_epoch):\n",
    "        super().__init__(learn)\n",
    "        self.end_epoch = end_epoch\n",
    "    \n",
    "    def on_batch_begin(self, last_input, last_target, train, **kwargs):\n",
    "        if train: return {'last_input': [last_input, last_target]}\n",
    "    \n",
    "    def on_epoch_begin(self, epoch, **kwargs):\n",
    "        self.learn.model.pr_force = 1 - 0.5 * epoch/self.end_epoch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = Learner(data,OCRModel(),loss_func=OCR_loss, metrics=[OCR_acc],callback_fns=partial(TeacherForcing, end_epoch=8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find()\n",
    "learn.recorder.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>OCR_acc</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.777259</td>\n",
       "      <td>0.868191</td>\n",
       "      <td>0.709788</td>\n",
       "      <td>03:13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.381266</td>\n",
       "      <td>0.429586</td>\n",
       "      <td>0.858476</td>\n",
       "      <td>03:16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.149333</td>\n",
       "      <td>0.205712</td>\n",
       "      <td>0.949022</td>\n",
       "      <td>03:16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.085281</td>\n",
       "      <td>0.116520</td>\n",
       "      <td>0.970279</td>\n",
       "      <td>03:16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.065417</td>\n",
       "      <td>0.106849</td>\n",
       "      <td>0.971160</td>\n",
       "      <td>03:16</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(5,1e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('resnet18-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# with open('resnet18_itos.pkl','wb') as f:\n",
    "#     pickle.dump(data.train_ds.vocab.itos,f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_preds(num_preds, rows=2):\n",
    "    start = np.random.randint(len(data.valid_ds)-num_preds)\n",
    "    dim = num_preds // rows \n",
    "    if num_preds % rows != 0:\n",
    "        dim += 1\n",
    "    _ , axs = plt.subplots(dim,rows, figsize=(10,10))\n",
    "    axs = axs.flatten()  \n",
    "    for i in range(num_preds):\n",
    "        x,_= data.valid_ds[start+i]\n",
    "        input = normalize(x.data,tensor(imagenet_stats[0]),tensor(imagenet_stats[1])).unsqueeze(0)\n",
    "        res = learn.model(input.cuda())\n",
    "        outs = [data.train_ds.vocab.itos[i] for i in res.argmax(-1)[0]]\n",
    "        x.show(ax=axs[i])\n",
    "        to_print = ''\n",
    "        for char in outs:\n",
    "            if char in ['0','1','2','3','4','5','6','7','8','9']:\n",
    "                to_print += char\n",
    "        axs[i].title.set_text(f'Prediction: {to_print}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Os/J+RrbA4lKIW++79sscse2WXiPtd7MWaE1IbEfsO1G9z3YjgxPufmBdEs8XzjeVURhXeM75vsB63+3IBPL++ve1s36qbh/BFuyNGTzIjvFZsDTmAOfisTLguUe8nNiTT9QsMdYPmQl4GWyv6MkC5rDndrAFtGrNQcAzeZQzlAP7OVyrYyr8sYJ2oZdH8/qg54SP87JG7Ifx4NkRW7fXE6yCsSks3+uoyCA1yQYYj4maAqyPk/QjGYj2W92XHTc9EsF0C8vkKYMuITDd1heYLoR9BiknMrnFbbdnip6BaFP7VjKeUt8ZczOaViJoXfxEgOnYOvvusv+f39unI5mKRCKRSCQSN4Lb1VRgxDMxApp6a9as2t7P3Zu62gZtHAX6odNYymwKql4aYysM8PO2KX6bZ4rWI5XC4n6P29vv/ngqiqc4i8bYHFEwwc1zS+DEPvsdI8khJoaNOD1LInF0PAZ178g5YMyjHoLlYCwKvTw4cmU5dXWk9WRqd9w3WTIwvKe8thUjnQbvENaJOpApsANTaJuF14e1u7cSI0tDLFmfOdvjz7VkNeKxJr0+sR01i1FUE88FVohRs4ZnBYX+jFnAefQdPCi4pGU9sE8aHtf97XniezQ2ZgG6DcaK4dz+3bt36zE0aNmPsQzvsCQ9mNfRdAlYwNNhu4VG4ED9FS6iZ5/MfhQRcdk301sE0S1X1le3uXx6QrC/IQO9J7PD6JGMv0ONiumgBMeDNdix8oypwf3rz/vRaweidxotcHrR7Xb0gvOsdCmN4bG+zXRs7K/AaLOfC8ws+y+LqUEtX0e2hAyUoFxFG9G90MfVIQVC9nPYMKZToPGxOk6T/R3P0djg0BealiVESY2yjaf0X9m7JRKJRCKRuBHcrqYi+Oja7yHuBEe0Td8QRo2dt3rHmUK6KVzpR0wrgEr86CFRQT1BZBjMp9qGfRwtc1TnVdoxpsEYtRldsF7D/vPzF1NF198OFv/g4NsBRZINiCNFHkffasvdAUuBlvVIdbX5pMMiQ+U4r6hB6WwR69AWh3FtU4Cbghj4eNJocfHcSgaJsfHpax6V21waixL1Hfz9OFvQosVFbxsJ+zWtRtOmHGccFoSF7efr3u55aimeZ0zTFn9Qb+BjPTBvwx7RYvd7sg4hGmwMDnuYMRU2h++t6JZvx7+zLUJsYCzwrFE7scVxV9f1Gq6vERkSv9NppF8xIAIsaq529ObyjCz7DPZzfde1d8hyRpChrmXRYaSxvOib6XxATxfz5GI5BNsL5XAvsCqF4ovJfyeILtA5xbQx877X9nZ1tH7HrP4+/O77ZLuEECtCQvldE9zgGlgPr0chTE8SPDpat6kWdyjmLpqV4pYaniVjbaMWI+QSiUimIpFIJBKJxI3gtdFUcN78VHwFLGl5TxzCGtMB2HxWhcXYlzYXGWe3jakY/QbzlSbrQeaAEcyCZoLzcsYCxHm54F9uo7wxqIAnv17KbBBb/CiUjIW1z4rtBK8DRrwcfPRQWjfmh8xAaozRYfEr3Gln7dm5/UxXQoZCGO+C19zZyLvvmWODft+TK7vTNhc7vzYb+RfmhyETxLlJr7chGgMVhuWBVgjOPzPf7bah+W9HPUzU14ToerQqzGzwltXC1STxXGC3u3Lr1ChRU0E9ELNq7qBXoKZiVHo+4dln3ghmMJ7KzOuCViLOhfeD3hnTPvQ34hk4rjMi5A51YHyKw5aMiC9/3VVm0bQVnbfArW/gEue3KIxdJ33HMJ94R6M3hnk48J1H3SmOoJcG64A+QMmiUIMRaF6um6qDC3P3mMJ+wotH/ebF+5gN0bPOmof9VB8+pZ3vx6xfwu+NvAzfiUhlxG7shDasLP7SmYfcU84ROsGFZoybn7HfSqYikUgkEonEjeBWmYqdKZu9P/JmVf2/14gYubXc8/Q2YKS1EAuiBAtQWnyCfvCZNbsVrXc/2qKVMY5+JGoMhTEV4WKYqXCg7kBcHZvWwjMb5p9MQyNMDJYy05ioZyA6mzdtVoHIzIMCft1UfK+pyEbZVFvTvDCGw3KDoA2gDN9N9MQQ1APXagwFikPjtDZfyfl5zfNCfYzF8UCK0/UArQU8TzjvfNhznhp1QcPS+pnMyoiRM7EWmYcwGl94gwRtTYu42c20ENTy+GcnepREP/CW0pHzolHvkXiewGi7vMFkHakPYoTaa+gW6BkxmfcH+hrTD0E7sG99RfRYaIlGsFa8x0Rky/hyG7uJcg6WqROWMhnAEKmRHl9mgVOnYGej9gznYy4l9K8yDHaMEXYW4pLxJYpbMk4F3xfTYNDFxRxSUC5jdATGYZwqQ2SMiGnQyJCw3/R9AfsSi4CrZcFKHqijYewe016h6lya90dd78yLJnp/8JLJIlgBvBqUG/rmZQKPurroU8q8Vv4cJ2AzCYGVWcTceAqSqUgkEolEInEjuFWmgiN6Ri4zgax5APTHDmuWcQvqji3FrapqyyxpRmGISGcxF1h2cecwj4rO79e1k9RFyHbK40zVYdXAyDbE5DAjlx4ZLT2dxeGwqJDBmighOlubryPz4L1pOlpGFu7Nj46pXbFIdUHdG5UETc9An/W6ZCyQ9fpMzs7uuKP22y3OwfagVgJ7BUV9jODXWYMe19W0BvVs1tTcRViQR/EWhwtwb/eQ92xBV8kxtHltf7ImzD5+XOL1jctLaCos4i2ZCugUQuwHZr8s9OSA5T0N1G3VcvbcrxSzgGPuIT7Q3YF9gmfFLDeRuCoaU0FPgBZ/J2qYyFD4PoPsJ1m2cdrj2nFNfegPB22MnJdBWXwJ1nGwymL3kLGT12CxMVAQQzlExoPebWoxIKj1wv7Bq41xQ2IfJH2Z6ceEB2Pp43dY5lqywtRM0OEiZK22+3jCU6yE70UJUUEX+TcWOgj+rDPWy/dfUV9ocZ9CV2mXvvxBnoRkKhKJRCKRSNwIbpWpWCAamaa2r6uNoQgHLIT9TaVPK57HHiwDZ7DqbQ7Rj9hbbAzoBDBin4JKt02B+dEgYzaMdMo2/+2QF4KXTOaiY0yKrim/g+eItcuJObKWLRRWRfA6sLFx50fBjPy3xZzxNSwy+rTT/3u9rtqXAdaLeW5Ym2M+d5xmWpWDK5uMxcOHD0REZLWmRUS2ClYJ537NT9ybNSW4qrS24O9kLPwovc1NusOb1sUsgKmZOGHovUzdUY7+3hgfz07FSLCJ5wOPH16KyMzyw20kU0EvK7KOlgWYcSiClWmaimn+PITouOH5pP7AUkaQlaRFzDl8y55J/RrpgHBRId6FMa+W1dlr0UajQKAjYRpU0g59K8teWVrAfJ0YZRJ1X3X0QvNMBfVwvPYVWQIjXPl9QDsL2c/wLnM/EuF7xbWBhTFxGFeLaUZYxnrj61LI1mJJzxXe00mpR1O/5H3BKSnxa3lKgnYisA2EsSoxU7TjIcjC+v7mpGdczE9i28N3N5mKRCKRSCQSt4FbZSrMSuT8kmXg89tH0xlMbt3mDW3UV4+z+S1VG031GsdLjJNA5sKP9DhqtdGxDSVRN5578qO+wjk0qnsPjPfPCHiwYqZr3wZhcqzMLA+bz6QLtE3QcVQazA2bOGUdaRnBAmhp+eqC3h1gEXZXtW6PHz9yyx182tk2e3qVrKvnxmpF5oIqbZxPJ2vnPdqDGfNKMFvWYCpWsASGPe4lY2uQwcFhZGmWnhhsV89IFI2j9BhzAseHOCP1NFRD85nxuyyjcgbGwlgw/5xHqyPxfIBaCb67ZBgOgaloXmuewYv6hki5FikWvbYJAbDN9AO0fMXVhVETm0cYnt096mDyLP9+8ATF4spQH4W4FWufO2mEOd8h4uYBnhiFuS20zeWbfsPyioBxGMh8os9l/8G6UVfAfh01NY8LRjDd0+sGTTaxjyclon7JdkcbU1MR2aBSyiw3R914fl5zrhhR0/l2s1uKOu4O8BSKmaWjB5gtjj8TkVV4eqwboywWOrHIfi1iKNl67As/MqbiNZn+aI+zn/+wlMA2heADUvV9vBi66cwoP+yygosTy9yBdt8jUY+lWceHcjV4mnyg8CZ+SML0igXAQWjeLVIWX11VqvTqsi73mGLgtIBdAZ81Bq5areX8/Lyee8MPqJ8aaAJAL7xsgjBTMmEzpoKQQOeK0xzXmOZ4XOv46FEdTFzid7rVMnnOCh3LYVPbcHN+gTrX7efnCJzTr2WFDmO1xkBjs/LXj3HSFoOO1QrTQ6BR1e6171wtaFZZi9sQwtW2JHRh7ifgVBry+nsYeLR5uuOFBSGUDRh9/52pz59TcDrDgjNZ/+RvsKXHpvjYpuy4zq8td0OfIqU9rwvfaEzHRiG6fZW8SJuDANN602Ue0ycMhkU3aIuLhyXp/ouLDdbr+8Yw3iM+PNdw4yx8b7vOph+2dK29rP0NU5lfbGr/dvduFXOfnW1cXTn1QIOMhl5vgwq47qKPffgIfSzc1cfJ9wUmkuRUDn7ndEebPm/XoN3aHbs5q3XuWMa6/s6kaRhjyRai24np3O2a/LcuiuoP+C5FF9LYv7XpkDi14adfRMqRjz++J3asPwUHfSVM7zU31+OGWkSaTIlEIpFIJG4ErwlTQeq60YAVoyXQ8gyFBbkiMxFGa/PU6UaxwXpmuvAtmIrHjx+7Y87OapCmAiu7N+GkF8gspiuY5AvD4wevVuHhDiF6L6+q1X8Fq59CRQoXW6p0TwluLs5t1GrMDazz+/fv4xhQm8HiidNI5kY2+pH/NdiTR5jmePQQDMUV6gq2pQUbq3UnTbnbMy1z3U4ac7NprM85LJyzDRkF1qle//mjuv3Bg1fqNQXBpgXk4tSBeVYZreXagtTdFKeGiEUK+zCyN0Nimh1iLRoLc2XMWt6Xyb2ekTZMvM6xSLgEWOhlWPF4P6IomIhugvPkh9YveMPW/gqseQuGVTyLyX6rheyf3IF8T/YTpxrYb9b3786d2i++cL/S/hcX1VLne80vx6MdaP4VGcbehKrsEx+gH1mBcbh7t5b9lhdrf3bvzh3UwTM5ZJfZvzDd+rhjn4spmG2twxWDWtk7zDABPukXtaXGDoQuo+t6WUGUTqE+vxNrBPXbXNTlDmXwU/bqo4e1jsr7wsRwLL3+MYQ0A6r8LiynxAR71h/aZFA9jtfs+QHV5bMTp3nCjM3sG4f1cJiJV5/SjSVTkUgkEolE4kZwq0xFDCiymC2iMIfhQkN44zbQ4ug6Bg6Zz0l5MdUjuEk+ePVVEWmMBEs4g6XMkLplxZEgyuaIk+nBsd+ezAR0CQzle3VVGZHdvo62qSUwFy8Ld1sxjjucT2XAiHrbeddNzulSW8Had0H8Y+mRIdLiua/ARDxGXR8/rqNqJkBqGgqItmAhtIGp2Ue1XOhIOCe5vcbc5tlaJojXRkuaBMsILMgl9j2AudicVcvg+hrnfMRThnno4CZFt1nOE1p44clblfbMBLZgNGsyCqKapqI9A3zu/PoCMWKRHe9dTBPPGTSu6rGf23x3y0/t1kMcPZn1ArPSvKgwJgqjGJGu6B3dyNG9HBBkjm7gFqAOZno/+HlzBq86P6/7371X9VJveUtlE+7fq4zF+QWYR2go7sFSl1UTk+/ZT1l3gXf/aotdoVMAK3lOhpO6Krx3V6gr2c4BAboO1Gmhb70Ey/wALIFpM9juk293CVo99pu9u5Oeod5AnE7G4gx6sk1hzgOdHybXqBu/QxrY99FSHahbzmgD/I4+yLoasvVBe3NENBb77cZ6BPb9FKIr/ZG/nuGwRCKRSCQSiY8Or4mmwrw5QnhpMhT0vKBlZ3NiYaTFOf42D9nbyI3W+fa6WtMM6ERNBeca71zUESdH/nRfXWGU3Ea5PhgK9Qm0/s27A1Y/3agY2GV9xqZmeXDrJIMBE+MwHeQa85QWZhsj+j2ZAdSBrp5mGY1kEODiBv3G1eVjLC/durnIwfpZw2Lo+g3KpwcN6oq5TLIt19t67Qzde3E4x/pkc7ZbzHcywNYlzk1PE2pMNmCK1gw+FvyfLIlaSMPeeTKgjeiDjqEp74+jWYKnR+GLZGSLRGOMruOtjieVmXh+YCwYdQl0Azc2wWu9oifeaW3OzOWY3mUn3JWnEGqfge6avsyfkxY2tw89tRYM8gc3WAZvMkeJ+iwo7oIyAAAgAElEQVRv6AUCLcH5OcN2o3wwjGXV+nD2E9RuXaIfOcgOl8K600sG71HxrvQTPfVQh/XAYFm1DldgMM428B5h4C8mSqSr6SlvG+vTvb6qkyULaakT0EDrge4yTFgJNhnXMjyojPg00i2dKSq8ps4yT0SmIjAcDV5TsRA+zHeLv9mzESk3f/0WZDGemy5CiwhqR0+TSCQSiUQi8bHhtYlTYVmilt4b86Uukqp4f2LC9he1UahpG8BQ0FJmURwlW3AqLDnqpcdFDHzE41kez0PvEiqKOYKkF8qGft4MIgPNwWU4XrSde4t5uX7HUOEc7bIMTu4zHDB0HtAtbFGXFswKgbmKt7BXA+YsWUcGsZrINoABORzcsiX98m05jqPswKqUPb1vEGALTMXjy1ontfzIZCR8oDP6eas3NlrMDgYYGv0z0sIX41qC//diYB+l0DItaI+nTUG28MBei3HkJInnEOYZZg8hnyX/e2OuvMdY9EAya3XOVJwiM8JqM1D9XP0BDGlvsWtwLkoeqMNaeA2oK6cxs2RImByNljcYYfYlCg+N1WoWB4LvJvYdyXiSQb1CXeu5rwdftwN0Znv0S5vBW8jNop4x1SKiDJGtx9/DZRN7lnKaJrt+C+KHvnON7wODIFKbMiAuEuN5sN8hG08G3KigIImIyQc1aiUCm1Ii23Dk2hbdT/irxbogvNbCvJlM18E++uipQymJRCKRSCQSHyNeo4RicR6QoWV793sc0bd0wDwOc/5WrNromNHcHkMRvEcoajM+sWzWN/QCTGrDCHQcSQbF8BajbC4tmiXnCSkGDpE7yVRwDnPA+Rnps8hkQz0b7VJjQo8HJu7iSB113QdWgGwBWYGDhT3HXCXqsD6jsrlqIiwkL7xISCYwAmdkjAZTflPPsrc6FMyjUg9yQATNPVMoW9hgde0iTUwelsEjAzUaQ1jdtY2X47iZ99XfJ1PqPyHa5VK17628+NwuC3C7J54z0EOCDwLfixZQkyyZ90Cz+03LXfyz2kLKP93GU7OqveXaUprT26rux7g5HULqiyU+LPMqmRVKD7MW1weMIvrF6+u1u4Y9Tnx2h3EsLmQ0TxQymJ6h6JCygBEtry7ruZozX90wIPaFpUKA9wd1Dds9tV3sO0OnIO6SW1+OPsZCbZPtLK1vYB/JssjybgJL2+J7gKnYe2+bA78DxqIw9LhnefmILLUV4YMV+hy7xmN9StClNc8Sf1DTo/X+MH5ngxcck9qdQjIViUQikUgkbgSvaerzlmbXJ8HhiJSYmswaB/r5cqKUprNnNLZrxIvYMw6EDfT8HCJHc7T2deWTzTQWoJb7CMrma2o1wjXFNLLmb9x5S4JxGpiUqJQiwhgZZHAGn359VLIisDbAktBrhIzCzpKZMUInLSTvVcO4FOu1j0dfRq8liIwS11tiMZQ3aJs6ZKQ/jootpTI9WsK9NYIhUBSd39zyKWA3egjFyJkWubSi5YOjF4nlO54vMFw/rpJeMg2eqSAyx8cbC82rA++w3V/M4RfPvJ56tiJD0V6WbkalBpheI8SXYN3C3Dst3u2WbCO9O7yXwqF4q/MxYkkMDypDQQb2AfpDspLsNxWagov790RE5C0vFumg0doh19B4IGsCKx/r457WPllN9G+FsWvQz+CcwwpRLdEfXoOFudrSKy1SR4LyGZPIM4kjoyZjP+pPxmm0GD/UorDf30CvNlp/7VOik4le3kXqFbwHBftgY0YWnUvn9m9sQ2A0rA9qZ27ROaO2JJ7Df6uapsIfPy3YkuNIpiKRSCQSicSN4HaZChMB+FFXT1/fzmsqor9301Z4LxEO26dSTJVLrQTn8nksvTH6EHud2zl3tl75SX1a/Y/BUDA/BvUNXRzlMcaEqYKRLhwR7iz2xIEeE8geOBYZaPnj2A00D0RjVzBnaamXd7gGsDRYRpVvmf01x8KyprwB7AKj87ENmT3wHHHw7yHr4J0753IOv3ZjYJRWQK3zZmK2RG4PJ+VaeAYsMySsQBXE1iCTEdLDRyZqEakutI06S2+aH9JgRR1nJmJ6+0V+kWQwnkvQyrR5cLutT35mjTSzZ/hJ998/n8v3YfA/G2XhdRlc7tCv9DCEu4EMKfVVeE8YGwI6qstraszoWeEtYbKmPbJ13sP6sNrIegPWd8c+mDo1xqUgW8tU8vXnlvupHnd2p7If0jPSMlgSNCRj/FiuotDQGuOGUFsBhmIw7QvP39jNCe5mB7BQV9CIrXe1L+b3oB/RVzNbKa9B2jdpViVjkPh9sFOO3r5f5pryDIU9iwuGimjqjHZuH31Yw3dAg06kSHzO63Y/P7BEMhWJRCKRSCRuBLfMVFBXEHN24HfxGgL6yWIKztgFKmstBQZH99Nk+SiYk4MeDIzhoFa2rxOthzaK46gYI1b6TGNujYxIm8tETchUrIJ1j8h2ZuUzoh3ZGuw3HopFsrxAtM81vDJYdh/nxNAO1H1wZNpZHBBGtENVR29J9z2i5HFkD0tis6p1XmOO9Pz8HOVBS4E6nyH2/hkz+J2tTO+i+w51Q+Q+TntadkSMuHFPN4itT51GkUvU2s8V8/iBuQ80jp/9XOMUvUaCJ8exEPrmw28GDJ9frnsmwkb24p8hiRZBjuWfS+yNofDvD6e7ycKZRgz33+LC9J5hbRmLeQYVPiPNEy5ks8Sepo+iPsDKoI4D5eBce0bu5ZIMHc8DNmAY+N7V466hi2C+Dp6vR+6PFfqOPeJjvPTKq9J3iKQJrw4yFQP2JVGzJ3PRtzhDIiIXd+/65Z3aD9IL5MHD6tH3KrKgjhb/AnRM6Jst2zNjDk2BDQrfF5FZvqRtvRbdoq9EdM8X9jUnynlX68h7fIUowxYHiZlQhXoz5nFiLihGF/XMRs/ngH201Y3PDp4p3C9GGR0nRkjtmnaloA4WsRpRQcGEnyGS8oDvBOs8BTaX7NZ0SvfjaphIJBKJRCLxMeI18f4gGzBZNETEXcAobW3WPDJXcj5rIEPhM1HSYDhst/L4QR29XiI+RctX4Uf2BEeMI5arVR15aphjjNEk17CkGWmOVsqw8hHWLPIjz0fVNCq9gqK547yhdsZmnG9gtYMRIGsyKL0vMN8W8gIwr0bLZkr7hkrj0f1Oy4k+6tc7RLrrGP9/45ZkXzYbZuxDfaGt6PvO5ic5YqfyukX9hCodkfjoFXLvXi375fOHuKaX6xI15u2jJWfx/EO7mk45aGeaToIK/uNx7FXnmgkqt8M8qVk6vgxjX2KZbYej50y8zkHdTkg4Yxov7GYsAi1iu9/e2i90LbBgEa2slkfkyVWKz9gUGA3Og4/CPhaeKX4q3izilt8B+5mnimf8usBw8F04TFPzQtv5aMW0rg/irXN6n7GZGKXyhXtVo3XOSL+o4p65RRCL6IC+RMOrfCreERFDQNhbWZbHmKcdtFwHtqsnq5qH3okYS43YZh+CdbLKxX/jBiXjRJ0I+mrLNou2YUbrifrETg5dZdeHQi89sMFg0c/BMN8BE858WFvEEooasAOYtYNl2j6O7N0SiUQikUjcCG6VqVgq7bnFxxxfRNoMXiHM8IkBsOyRI+Py4UN55ZVq2TJWQxP0eqVvtNK7MHdFK3+afEyGGKOBI0pqOczr+8C6YeRP1uAQ2QM/mu57ESbA4zwcLV+aFawjLSaLVklWhWprZoPFEH+0iJqwWjD6vmRUUGZkZaZWy1IKNffBWx6s+4q+6ziu77qF7qPF7/DqZbafqdrtBlGq7eNPLC238EPQRiwzhGrYMWzV09tNTx1U/+0ck9/vRGi/GIcl8ZyAj2jw41fTLuE9Q4wDNa1AMKEZu2Vkjoqn0BF1byx9H3kSMa+DeZ7QyiQzGvrcGNERmOxn3yf1PbzZyPyNxaIRk43cmveH95Bg7RhDowfrweiU9+9V3cIGFvYOHinMw3GKfY6I0XcZCXUMcRzM00J0lkXU66js3Td3s7rgFY2n6hS7BOreLDtsbc8VOv81TrgKLE4nngVVaPPWyCy9nxrrD6cYy6VCj8a7dysz8eLd6l1z7+4Fzg3tHdl38dFDd/i+MD7IKSRTkUgkEolE4kbw2mQptQiZXrGvIVJmZ0Y+LTw/J8l8HYwtcXl1JQ8f1Qia4+itR5tw67x1wSXntOKIvE3U+Tl8TqtyznG7R26RA616sAeIZjmATdCoJwn+x33fyznmuOilsdrXUSi9L6jYZvY4jrgPjAhH33NeMtkUxtaABUGF93b0I/9mrHvVdH+g9uLgyiWrQx1J1/XmwcNYFha3Q/3vwrlZMwNHt38fM+WZh4W4ZfxFS9RYRAvC3/+IUlo7PDWnhyHmAgl1W7iaJJ4nMIPuFPUHIecH30OLkRIdk2gYd8GDTLoFucW5eVM6dL4PjIjvhVnzMapiyDnRmA/8Hrdbbh56EFQLmVmdedxhLKZDGy1CZd3jMFFfhvayZkSZa8S9OYNmC9qtgr6UUZKpk2M5Pfqdw4jInKe0E/N2nv8+Yyh4/Mn2XUSbxNVPno2ZLFIpY3OQQfAeRGR06RVyBx50d3DtA5mKEN/C2DH0n6tV/TbsZ5q1x7w8MA9n0Ka8cFF1g299ywsiInL/hbq+GsjOQzdCTxKc6/K63oeH0OydQjIViUQikUgkbgS3ylRY7PAwQlyEM6eVivki+ne30bTXVpRZ9ESOspjtkvqD6eBHniQyOCLdh/k+WhuHsZUt0ubYaL3T+4PMBOf+KVU+oI590CGoeC0Ba9f3vZEjtA7W1DjA46TvvWVkIe+piWCzwsq3PCOY26T/MoeU1GLwGofBH2dageDlcInoomb7980SOUeMDbW5V86XIrYFrRgL8MEIc42xQQEoPSqOvXS7GQ5eVR1Nv0V0S9vCa5RQ3hNQfCEtp4r3u7c6hmcu8XyhBFaLzAXjyhAD5+FDbAdjMg60ZuH5hEe7k94eQD4rY+gzp/DsRG1FXG+6A+/xxZwdpiWL+R94fGD2yBoz/8adswtcE9iDcS9ic/GB0ekjkwcmlpGDN8yWDC8yvPvXyA90dVmZiKuQ2+hAjRhKt9fSf16sTU3LNxW3o3l8SIPduxDFeRlNF/d09H1pi83k3URYBzIUF4iafB9RiV+4U5eM+tl39ALxuUYUx5+tK1OxRZtcXl1LmZghuh5CBoiRj9/yIjQV9xEPyTx5Yl4YfIc217iEzFKaSCQSiUTiFvDaaCrCqLjNMcbRID0AYJGH4zi/xMx5q9VKVuuVOxdHjBynU7k9BubB4tOH6Hh2PJgJ5qqgIc3t5opOrYTFfmdmPpw/KJ17myOFFTPtbf6sp/WOOu0vMHodOOTu5qdcxGYwqx0XVQ7RGgfjY/E+grViHjEcHfu5Ymbus/wAlqW0t8iYHdgmqsQZnVPP675XW2pNwCj1/t52pqk45RsdVdaBYjihurajg7O69/54FrqiFRpzfbSjn2xdJp4PMIok755F9sUzS8ZiFTN5BiufmqTrgV5b7HRK6wvNoh3dupiHln9u2yPGuDCM3Ij3xjRl1IZRz4HNphUofn+z1EM0Y1vHtepou48HMqi+/26vFs/FvEkh0iP6DF4rtRTMu0RvtavrajnTK2HdM0oxLyro6iRcW9BZzRnEFheHf8Vr8UtjsKmp4IfE9Dde20dtGL8jF+e1X3zxhcoevPUedA7sD1HMQD1d6HPPELH5mnq3ochuC10GvEDOwIZc3IFuA14f1HGQSGJepYH3CeecwJasLp+c/SOZikQikUgkEjeCW2UqOIozRX/xo7kWyyBMhhE2kPRMxtAzwuNG7iBePOfZGFOBkSyN9cC5OdVI7YQplWHV87i9zdtxvgnr6ufReU2cQ+sD2xK9R0yDYSPdSfaYC2OMemol9vDTXq8xwu99O/TKjJ30uKhF7+CZwgh/dHGhZqNFsmOeElpcYBkGP9dm/uZsE1gSe0a4uzg0RkYZZx65TTAHq1Bwb5FbwLQXrAtjOdDAslwsAgR9Tfg1aiSIk/7jLR7ioqSlevzJyvB4DmPcEs81GEk2MhVkKBgJ2DzLAoNlmgqwoquhvpePHyHL5mFsOSBGr48qITto0WB9PyOr1jQCgT04oc3QE4xGjGpsnh6HYn0nA/eW0A7sGyIbbIwp+qdHjyoz8ZjLx5WhuIa3H7OUmrdb/JqFz0h8C2MMmzITVFk7B1Y3Lo2lDNdirnd9sOqZ84gxfvBMMHry3YuqjaC2glEw2S+umJ8DGV7JVDCT9Qptsz9s5RGYtenA7wOqZN+moL8hy9KyRLkF+9SpZJyKRCKRSCQSt4BbZSrIGgyItxDzNjT1LUe/iBA5MlMe5pMYN6Hv3fLs7Ew+4RM+QURErmE900PBvDfEWwJN+8BaYhTdhtk4Jy0E/ow6os5bxKFg3TaIcDbQeuEcZE82wcdtYJS9/W4nO+gMtrD8yZ7s4GFyz7QnKBN1WWNejfOf9IShpdCZGp1siuC4WqcLKI7PLdso5towGqZlwGilzDHCWPCX+P1se27n7qAyv7O+g3NVa+/yqu67xbVy/rUjO4J2mULsDbMMzBr0IJuylH5jEXQPFlRvYfE5Dbg7x1Jxz7/CGD0SGmFOOfF84QxMHm8s47OsyPDh2aWmQswypKXoc+wMZGy3iDyppWkllEwqParY/3gPhWb9h3g6ROhTF5KjGAeD/dsY48GgDwnPuGkJLD7CKOPBsyzR28/yYTAfEBlZnJPfiYcPa7uQsWB/yKCgzGxM55Lo9THP5TGvRvydfXiL8Nxe3EXEUZ7TdH8sw5/bjg+eJp1FBka708OvZ8ZQ7wGzHsgMwdMITEXPTNPYvlkz6jRY+9UgA/UzI74j/J5Cg8LIpFsLt0KvJLiLGINdzznumGslmYpEIpFIJBK3gNfE+4MZQTkKHmM0soXnhbc+GXuiDN5neLVaSRwcGzsy+HgQI2Opj97/l/oF5f7mY+7Zgea+jaswTQDqAtZgc141BKZXMG8IMBjC3Ba1mKvHlzZiZ2wNi0AHy4gjx5apk0NzWjWMM8GIaPTewIIZ7jC6PbtTmaMzZBlljIm7dz27cA02pntYC2L22Ovrep6dZSM8NKai88p4Wif0ouEdsZwDymvzkTh1DAzEAn7udyY1x//H555bFsGTAh5D5DAWeUWKt2raOXx0T33G+e/E6wuM8Mi+gF5nzF3BOAtkMMgE0vqMuUJYHnNaHB5fGhMR0lFYH0g2hB4kpx4lyyiJ/fqV7yuLeb9Ra4YDw7NLltIieWIzmeANrFZmDN3udhYl2KLpMnIvcjRRPzWY3AxaE+irPvzhmr+J0SZ3OO6AlKDsOwc00jUsaGXW01MeYaYD8V4NjDE0Hfiedu6bMq8j7xk9VMg+bRmtmNmuce0twiU0EHbvfbkWI6j33x0y3RPqSLbBwviQuZqYZZs5RAZ7DvkM6Lau03vm5ZdfFRGRs2togsB6MNP2GTxSeE7qOHYWc+k4kqlIJBKJRCJxI7hVpsKiV9KXtm3AgipgzndHRb64/aiHoKpV+97yz28wJ3nY1dHWlUW9g7VPH+jCTIGY36SHCqwLWpVr5Kvfw8PCWABM6G0251ivZzlHBri79+qSegcuB0YLFT/P2nWdWSW7bR0Rshk40FbmDMB684+HfzdV5oVZQ9X9Tu+QFSKsrcFQnMF/eY3fbTtixnPi9fra++Ezwt0FGA/tO4vH31ml64LeMdRKsP34KHa9zw1iOhp6nDAefWQcgtS7RRCU4/vHSHeB4/IeHP75s7iiZCaWwS9cXWKugeQpnk8MQclPhsI8uIKHmRnIs7w+Iu09tvJmuh/G0bHoneX4czv7IdQShQfPOmq2opKfWo2J+Uv4/AfthkX2nOgZUOt+fYV5+S2t2IPs2S7mIOJpl2IMNPtgfA8obOOrS40FWE1jsK1pGCeE8SmocxPugJqGdzxkcA271/sQomtGD5YoxeI1WkygoCOJ2pSWNdt3Cuzn+I3c7dF3mK4QLBm1HYwtxGtnG42j6dB4b7bQ7jC2CLN7X1zUvvbivLbjC4iVwQzbjBFEdmqbmopEIpFIJBK3gdeEqZj7A4vMrcxoUXsdw2LW28qh8nWy7HncZtkyLY4Ey6b3RZi8tGSmHG9xNExL2o/yeovmCR92bF/D7/gcHhXrFTwqNmu/P+rDObf9bifDFdiQKbRToecK5v5ITJCpWHsVutVx8LH3aZ0o6s5r6Ac/V7yC5mK98nEqGKufc3aWgwSj5MN+b5qKhZVPK8XMCWpRaMW1OcF6Dkbug1fOQmVNPUmwO07SAZH1ivZKszKfGuNikUCE1o23Mp9BrpF4DkBNEz0dLGoibij1W7RWu5V/b2O8CpbHZ7fO5ft9S+gTGRWXaAZxZNjCcx4YiNj3amAmluXXpeVIohYNUUG3jBlRSuuvLcMm2Up4EZDtCJ4R9BrZ0dPuQHaSdUd5K2+t8zuxZyZouwjqQMK1+65+wVjUQvy7TW8Py3IdNFt8FkzrMvn7FE/SyC16vtQfrpAJlKW3GB712boHVtliptBLCPvTs2O321mU6N2OrAfykuAZ2u2h6dnhmzkhwuaduhxwr6+hpbiCbubq6lqehGQqEolEIpFI3AheE++PLoz2mLHTlMamEaAFDqWseWL4uU1zftCuxSmwvBjFLdv0XpjfY1wK+hNbIHRfN+oTbJDNUXQXxmdYnyY/9o/nJ1Mxz4Ia62wMAK2BA7MAQjMx0OMEfvIbqKN3ZFfQJHQWCdOtEuY+aUkUi2PPyHVYMhMs/fCD7mEaJ9OI7JnNNTAyzBvClmRsjSFoKlh29BM3GIvD9Xmp7Y+YxTQqKUSOWSCh0EUOAy58me0cYX7bSsux/PMIekrQc8m0NMFDbIUHZJjA9DEPDjUVWNrTNct8aUGFg7ZCow7gSL4K1LL+Hi1ljftH7yjuz1whPg5DPC/1WjsyF5b9tJcBnm7m8YWymncYGR8yFl5nRTaZXmyjkFVm1eB50bHPpLcbvTeOs6MS+o7GVBS3nPcKJXp0WZ+JftvidDAGBNgqxgiy2+BzPPF36h6uEa/nwcMa+2d7vXK/98zoin7yArGEWB2Ws9tT47I1Td4OjMXVNevGb1w9dr0hgwQ2mFGlGckZfTkjmW6vU1ORSCQSiUTiFnCrTAWNfypVLeZDiMMwWKZK+nuH4fLKx4qYgsU4R4szb7/UY2CNT8xnQYVx4ZxhYw5EmoVMFsVyiJDpMG+Cunk+tyXSFLddUA9r8b7Eu93OrPyRftOcg7WrYrQ71A3LFRiLczAVZb/CtdSyLYIfFciwDA6M4GlR82r5l1jn6PsaWQGvHj9210ZPC87z9avBmB0yNYex7nuJ2BaP4TFC+oTznRaLw7QUPuIoY3fQ796YH7SMTUEbu+AzErLlp8hCmCpbZuueymlkR8gLUDh3i7l0M+98FFYi2JCJ5wQ0ePecm7ZIwHwf4W2A+78uiJK4r3PUzKnTmSUOzKxfDQ8y+x3Lrhw95QLj2gUazXRYxub6a4pW+oRnuHnUod+zaLx4nxnl1/pJlN/3FqF3vaGHG6MJ4xrY7+yYhTkIDXjtsKS7wmtDP7cmA0JW5uCuzWJwUOewI1s6umtcaCpm9GaLH0FW1seViHl+zGtj5z1VnEuJtGekZc+u648eXaGOde8NvAPPLhAhE9d8Aa/ESETxmWTm1surS9NAmGcOvT+MNWFeEfTb0CMuGAv0uVt4+lwby3wcyVQkEolEIpG4EdwqU0HPB1PIAhzLDcwxgXVa2LSQab3Sv5uR2cgqlHG0ESTn7x7DqjbNBE6244jSlNn06kAGPERIO0OdN8hXMtq8aq3b46uHON6PSKmQtZwhF7QovGlNTcUl6nn1+Er2O8bAYIbPepvuIeYFo7ENRv3Uc9w5r6PYT37bvyMiIg9erXV++eUaoW67vcK11cO2aNdXX6nbz1b1+Bfu1/NcntX9qYG5ur5013a9Y7RS+je/WOt5/wUZEI+DVglH0jQGmFeE0QQJy4Jo2gqwLiiHuVzu379ff4f1wsyI6w2ZDirCYVXCSqF2o/mLe3arzV03k06DlWHMRZhn5Rywzf2eUNQvdCGJ5wJ8Hw/MG2TxFpiMwkdOZVwXZjQ28owMrNEBM4+jExmbzXKOGojwcGnQWsRIslFr1FQEvlyybqwjmUdjBmnN8nhmvlwNFufmHEuytOUR+33UfSD76H5ttWJkUr67XWAz+aLhwNXA74H3dhgnagnEISooXFM2GrIugkdiYyrqbqapGKlH431DMf7Udhx1C5fM8IwNa3oZjrUPn+5s3P7mPVeYLwXfyqtazuPLrVyBUWhZY/Hcsv9iZFL0+x2yffP5HkLfTX3HVWoqEolEIpFI3AZulangyN6iLIZ5P8uzIX4/m8djLAdmEg3bZSp2zGHvM95dXiFbKctiVE/GwoDlHL0DGD9BNz47nek/NnX7wwc1jjqVslThUo/AuPTMWc9Mb2QqjDkZJ5uTJQOwZqRM1pAeFZPXSnDO0ubfkMODnha73TULqG1yibk2jG73V6xzLfcC7Aw9MfbTFi2EuU3U6/yi7ncXUUTPzi9kzdFv59stupzsMc93mJirAMzFbI62ltO7NmnTr9Q7cK6Seh0qvqmJCWxDtPDMQmz5VJpV5y1Kr7uYWyNRp8E1H93zZPqSxOsa1PfYs0a9lq3X/ZiJcjzBgjEuTLf3nk2qxZ5Ts56DpauRYojaiaDYsdgMCw+Hya3zPOZxZqwKrmnweYX60TN9ZI03m7WcX9R3/+IM0YPxTh3A/vZglkfqRHrWzecXsWifqHHs31a9t9YtYvOenn91MzVqB2N7cNiTtHixvTwRvdSiBC+QljXWs5fFGFK/NEYbPP1IppZ97MRcUX5/se8ZvjvoT3fXB4tPofZ9YEylWrblMWFOG2xvXoZgS8xjD9q6q2QqEolEIpFI3AJulamgCpcjo6Zg9iNNU85atDd1+01B+moZ3rp+wW60uSZoHCwTauVGqY8AACAASURBVF2eYTTdBzWvZe9j1tEQN4GjZmZ0G3GeyyvoFi7r+ahbGMFYHE54gzQrqJMzZjjlEnXk0JsjRoKjYIswp35Ez7nNA5gLxthndL7dCkwG62hthDbEnCTzAzAaKPOdnCMC2xnYns1qtZh7HGDJTGAQxs7PP2/B7Fg+gJHeOd6SIlNBULfQdd7aWETDjBHyYgz/YCEeC6m5ZBiiLsNbgYu948Rq4rkCI2maJ1JQ8PPZpXJ/c4bsv2D82O/RK+HysuqoqOOSqZisn2xHCW4bvS3B9FleDFisoc7L2AvUTIRok9jO/o2/75lrx6JgMm4PrFv0Y8xpdHZ+Jnfv1v7gnF4g6Ds3jEjKdjv4/r6QFUbd2O9YFlLUkVElLy4YD6Med4W+9+GjqnOTB3Wxg16B/WTLik121Mcoqu9p8PAK8Yn27J8O3jPO4oNQX2P9YIyR4ZmK5klU6zIEVuEcz1LzLgSrjLwpe3p4XPN7tzNtHu/tGt8DZh81Rgnt2ZJe1zo8eFjb8dVHNXbGVfiGnsJrEvzKbhBDlJr4xFe2C7RNE1V6Kpsv2DAM5s7EF5Z0ulE6FNLYAMY/2DEwF2GBpigeEiaxqTfmxRdftDrg4kREZIspBzV6zLs1cbCyOYMoc31uIb3P1gjJymBWa7qIIrCKuSvxgWV7gB4854tff79A6PBH5/UhsVTNHV/Ky3kxNpjhfWDK9IuLGnr8HGndzzBYuXOXv5/LBrQdO682EOR6XWOgLQ6+SqnLA1L90l1sspS/foDZR3dPo4ODqFLis+OnTRaupfPuOFCZNj4pcfD75HmN4DGXeM6w3/KZrOt0ueMHYjzg/YO4+4zvB5acLqTY+OHD+tXbbZm6u7NBRBRc8h22qQT0ebvJ7zeG8Sz7zD6Ihm3KOQ4qBj/Y4KDFsqBhUHGBARKF7OfoA87PNnIfiQU3mObhIGt1/26tk33U/btq4b3ZH+1rX/Dwce2v6PZ/H4OWF16s5Z2jH+NHUDEgoAskXe4ZMpGBu9j30OCzSXmdBfiz9AHcCNfRvU8Dzv5LQnuyLq1v8EavhSJgv4P7SSOMffZd9K1MtT7a9wz12LEfpfvo3r557HvpbHCGYFdcniORmBQKW+vq5VVt9wcYpHEavUTFa0BOfyQSiUQikbgR3CpTwUAqJtoL0x4SRuctAEx0vYoCuZZYhkzBBpQ/Kfk7SOxFaocMBa3tOxhdc38L5NTbELWeywLdiJ1TROQFuDjSQt+AXdhuPVPB/cm+rDGVcIF6rFdnRikuplxI821J5wVWJQRasWkKUJPTRR2534FVQSHnBai1R6C5eK33cE3mwoXgWjxuGGq5qw2TqZFtWc9oVE//0Srpe88cbUFdMgnOFlTbIQhe2zA4MEumW/LPUJzeaKGzjws3W1PqIi1xm9bgtQQXwqXj2InfE88lQj8lkQ1Tvq8II42+qAvPfksJwHLbKXS+IrMnJz6KC1Is1Kk9+G55mkvzQk+lXb84oV9yqoOi7jlTsQLrsSGVzxAAbIeDt95tqsBE2bV/0Ql9wAEsCSzrM6ZxGOh6z2SEDD3gp4M7Yw9C37AQvzaRaNuLjDZZFqYkYDjuKIgNfUWYxo39TmfB/jDFHFJVrO2afIoK1s+EmrvGzBvL1bHMesQaU/abNb8zfuYgioDNuSCkoD+FZCoSiUQikUjcCG6Vqeh6hrj289kaRuExRXBMptNGStyvjUipr7h3p863vfWtbxWRlmzL5rwwsqTrI61vjgzP1gy+5MVF5nKFGvSowxnmvixE78qn+Y3hXY1RwflN39D3wlg6cUQYhayckxwwOrXMvhP1HxT7+CAnF2RLUIdz1P3O3dpmHFWfw/qw1Oa4QUyxrsECZ0Kgw34UhWRsDNY6hbN7Sy6EEfZItyWvqZgsIRnaMYyDl5aX11ywiuaqZ0FpsG4kWNSntJI1zINyWwy5PoX50ZBvyo5bJoFKPA84MEnUYgu1TLSUV27J3yVoxxaCcymzTvBp+py4/ThDEQWCkT1r5Av72MDgRQTWjiK/O9BvXaw3cucM1w8LmEJNWrwd+rc+JDmLLA3F1WsyDtBzDCEMPlnMwdI8+P2aO2d4/yLxVObvPH9jv88+12sq2J81nRu/LxSfBuYiMBVdz/sE3QduFz+VwwrP1sA0Efz+YFk8Q3F1RdH9aHXhN3Ftwv2VW25WTBWBbx21Lnxe9z5Z2tOEmslUJBKJRCKRuBHcMlPBJFN+pNNbgCPMtZkHhbfuuV9z/QlMRmmJYO7C6mZI60ePg/sW6xRSpHMQvD94l8Ywtdbm0EL43DWs/g1S07Z0vX5+r7dRNedhB7sGeohcIxxqGxXv5pdvlg4Tx3Cc3Q/eS8RcbqM7LNmbyS1sVG7zd2SMQqCXyCzxPNfbrSW2ISvFunFEzTDo52inc3iaXMFr5+r6MY4DK8B5v+DFsaOXiITtrJvworw1GRmNNiXaQiovXUWPo0STJxh5tELYPqmweD5xMGsUP3A+nO843umVsZBweexoqXO+m1avd1ucPxjH0nDXff3zH38/5Vp04tFclB/3eBqpRl0Dl5tVZwzFqvNLgebE+pngVinmaYH9YCGvyJ5ge2N+6oL9nCWBjHqHoIXR2IebDostUNoxTIJmmgWkcUD/tmNgLfPGCH2kpRkP3yxp56rnJpNBZoJL1zQiZD7ohQKdA3V2/BZUpgKH4NtDvd/dwC4x9AD7vmuy8vwGGlNBt+InPxTJVCQSiUQikbgR3CpTQd9aS0vNMKwcGTEmgYUJDfPvYaQ0mEq4XsZB1UaMFwgdPcAC5gB+t2cAGqYXR1hTWBEWiEsacyDSWJSOcRaYdrfz6l4yFl0IORvDVcfw04SqzkK/+oRFDKwVxbfUTFAjMeCaGCiH7TMaqyIoB23AWB1R1E5vnehlElLR82cLwDOVZpWrL9u0KfiBwcfo786iqangshlgQRMRQ2WbQ7lvpGjZ6RTU8CEWhTvGGiSO0I+vn7QigxYj8XzB5prFs2+EaSrwPq4H70E2Hvy8/BiDSszKNGv6BEvWEoZNbqnR+md50cvJzke90NHTtPeKScFiUi72l1NjCSZ4cE1knif2nTiG1rwFE8MGC4WBOf4tLeXwLiMeyKi+Pa+ua/94xcCDiCtClqFpN7zYqTGNPMFsXwYADPEoVki+tafGYutTHBjDasyCKQJruSHWkmnGOjLXaJKe2guvuWCwqyto0C5Rr+3ex5qox4BFQh97cUZ2GB6S8AIZ9/T28MyEaSnAMj+t/0qmIpFIJBKJxI3gdhOKccRoFqAPmW3eDaO30Mk+MPIcmQ5d+9B2KvO5rXpsb6l7MfenVGDX8dQV591COvaijKiGkSLV0eYkwGE1R7k+xKzpQMgeGDPBwztXDi3saZosjTCHpYVpvNlO1AdYLAgu1S2Zpp0ZlsmiWEwHRjS1Kc3eLdfwSGnhLxjxzl87rxXOJVKkO+Kp4vUdZKVo1TGk7CuvvIIycU6M9FvqZV+uqanN+GAYYnGIbEGRoNa26dU2xI+pzVusi6igf4r2Iii+0/vj+UR75vj8Y5WvK72t+M4zTkXn2YBpitarWHnRE+5pT8pSjxEZN88y2jPIrUf0HG77wu5Ud9yjhzU6KPvPw7CW7hC8z0LcncZIk6lgHZGqoKvbH7yKiKNgkdnvmPwAugNa1I/B5D56UK32pknz/eaCqZgCyzMnRiyZZS1rC83C0NNLzUcEtkSVK890N4Tw3cZsV1BLMWC5WkOns/Z6OH63eI1MeX6gTkdmLK55ATJ2U+2oz8Fc0OORnovG4pP1IPvCduqfzEUkU5FIJBKJROJGcLsRNU/MxbTsvD7CZoyHTgaDI2B6TjDJ1KofzCowq8KUvt7jxOQBZCLMmoDnw+BHhly2rCuekdhsmDqdo0OWG89DJbM/L6NWahGzhCacg+tv+YRPdO1Fj5EWORNzuYgjwUhzTc8R5lUjm8CRKOtML5wwr0pES56WmUpvepDIHFkUypCojfN2L3/4JVwDff0x3zewHFyCRcTkujfxln72/toXv4t/5irfcoJZaCd1q6fOsbAOnxKDIPH6RPO8ECz5zOE9C/EqLPlXYDZaviGWS0u9PRdTfH4Z00EDExcojbJ47nnO4/vPrg51CNY8t57QaDx4UNmEw7Zav9vVSiabe0c/DQZijUijFntm9AwCPfEYz+gS2gha32QrOwWrTH0B+pjLx9Vav75kci30a8y/GBiR1lZ8P1sb8JtD1nc/BtYczMUYtHnUb+gQI18SXltBtO8MvAIRO2KFKKFc57ePLD4TMe6Ycn2mfyut467HDsfjqFCbaHpBalhG/32gFmY4eW2CchKJRCKRSCRuALfKVNCStXlrm1tkrIBgWVtkTe+fzHn4FSbxub7pB1nTEwIjOi0+21zLQeFH5hwhciQ6WOx1elZgNMdRWtBQNKYCm0MEtZjR0kbFHeddqfpVmTCi7zpGwqzLC4thz3k3nxvE4lCYvzeuafSxOVocelpWg22ZH0dtRdQUtPvj25LMiaqKYnS75ygXI2sey3ln5j5hbhamUbd5vjD3OJr+hlUKFpSthvFytORMQ+FdXpTamVJMz6GWefC4tUarpjOLlDRYmLA2Ri7H8s8jjP1klNxgCZ6fIzouVPV8T5t1ywySiK0SPKKkjNKrj9kT84XEKJyNYeU7zbrSW8D3qfbuWh4m74XG8o1tIbswTu54s4yx/w5z+qtukIdDjTFjFrGiP4vSoyh8alclIi0rJvtG9sWPcS4rEO/Ty2BNLq/o9YHNExlfnveEl5ZtbnEqjFkFm8IU56fSX9j3ZMFOsRxo/Tr2lTySDC77UjIUyPQK9nk9MDt2xYNHiOvD+Bn01JgmiyJN/QajfzJF/ONH9Eqq+zHT6eXjun2HjKfFNIt4nnekfo4je7dEIpFIJBI3gtckSynnaqhKZWa8buJoGCNTLAfqJMwyp2oVozfOv3e96StoxXPc1OImeM+JFUak6zPEgri8RNkrtxxoOYdyzfNhYE56b1FP5uHi5+1mreLq03UzpkGZnbRepymLA7tiuTloZZtFNaJ94MVho28TJqAGzCJI7xFa5qhhyB9ARomjd1o79EIR1dncHn9DadSU9J6hMX1MiKpHdsASO1JZPvhHt/ma+7wyRJQxLLKYWjl8TmYshsUiIbyav/ERfj7aWA9sn0y2nmP5NwKaLqsuyZLS/3+9gTXKPoEZecFUXCOqLPumTnSWi6YuT3kxReazxW0JXk6LfDT+2dPwnlqx/SkWgQxKXZtCBcthMn3BFvqPDjEYyp6eCZ4dbJqG+VrzOhgGasTQ/zEApDmh1SMePYKFPTJWBPsnz8Qaw6Gh/5xlGo1eYYR5rx088yoWx8j3ATHfiLWWkqkOnij2vfAaDdNsKHNRwSvFGCysUx9XffBcnbeIbfHocWVbNsgrst/X9tmCmYheM42ViTmQjiN7t0QikUgkEjeCW2UqmIFyZdoKP0/I0digzKrGwAcYUWHOhxbgBH9bm8vuOhvi07rmnCDjEixiBWDESD3CHcZ+CPNulm+D6l71I0/OObaRP6rObHQc0YY8GWQV9pin6vt+FslRHGxe1dajR4nXUjAOyAHx4SXE0Gjzf7w4ml7itrepY7taEREZoPngKH2evW6y/CxQMwdm4RDuNedPeVtonTSWBPeTEUgbjYIq+vtGxBwtYofxIv3+poCelXNi+tSsDPryLz1OfNmnvJ8Szxfs3Weuj56ZjZn1EeymUtPE3D3Hl8ZsaS8SmQZb8+9sZCIWMGM8eDbYDuGZtWLUbT/tTUWL2Z9QRWV34N+MAYQ+07xd6pIeLjH8R7P2GZfCDqjbUf5BGBG4/s48HIzP0wVvNYLbT4aVUZ31fdELxsRYrgyr4wnvm1kJ2J8Xczz+Dp+Na8beeAS2ekW2q263zND0TrFvRLG/d7iGR/CmeRnxP8pY+9yLzcqd8/HlFc5Rt1tE0hiY5QSSqUgkEolEInEjuFWmYp6fTkRmKty6ajNsvbfAqWA2v2/69IbtXd/NGIGwDCP/ZuGK+715bYR5vlPz4IsRbYg22UwGf42h3E7b6LzFg/ft1IU6LayYqCNoE3iommdxVMOOMevr8Stu9Qj3bXbmWebY4CAfrITGCHkVuob2bFlIvYUVGSXuF7PLaoglMIX7HHMiaKct02DQTsSb2OZLT43RvRUznWzZxOsZc72NSFPwM5bAet08uETavPge2gmq5untscgsqpOYvsBeKj6nx5mJGEm2bRC/vwkQ/O+MEcED+B4GQmTBVprXCebdqY8bhsG8xkYwCqzZNSzlkcQDoz+y3wHzQ36BHhSWL4mxb0yjAqserCfr0LhNlItcIQfmtOD+Gl5ka4PZdZJpDnIMY6xXbA+f0XnZcOGdn2XWnqPpbuoz8xjZtQe0zZUi1wc8NA7MkgpWmvlQ9mOR0jPehI842hV4IV1VhuLO2cpd02NqU/Y+NpCWqC07jmQqEolEIpFI3AhulanohJoIb8W3THtR51BHc4zgtV6H5RksBS77wXxzGUO9aR/iCBJrNAkwCmYUyhblzlvtXbTmzYwNbEEgMOJ8ujEq4rerlhZxzvJk0LKhZiFEyFSv5zCrpI/siK970wT4cmzE7tbmbAp3B4NiPvU4vRSbKO0WeTHIwsTxLtqdlhLjjOB+jJw/ZU6WRS6DQDWECJuMRDgt5kgnd1hTOE/NK2kxN9vi67trWkQlDLDn/pRKI/H6Blk23F/O3Qv7K+iHGBEXlt/+mpbhDr+jH+S0OonEruVvbm4HjLTrn62nI75frKtnLMyqR11Wk1/vw/l6vPMDzFf2t/R8OVufieKzcoCnljE0CJdj3jCsGdsRNMBgXhkFZeM7QAmXxcrwjE+38NJC+TyRxfKA50boN02bpmWhO9PILNhnw0c47Zm/pPhnxdqTdTUWNPSHYHe2eFYevvqoFrNjLqta/g4eGpbJlcwJ7sugxfJVkanYT/WYS+S9mna1rKtLxnSqlWQsjjEklmnasfT+SCQSiUQicQvQzJiYSCQSiUTiJpBMRSKRSCQSiRtBDioSiUQikUjcCHJQ8RpDVT9NVYsiH6+qvkdVv/KjKOftqvpIY37yRCKReB0g+7o3B3JQ8QxQ1feq6hUe5F9U1e9T1bsfj3OVUr64lPLuZ6zTF86O+/lSyt3SXEQ+bgjt8UhVfyJs/69V9UOq+qqqfq+qbmbbvlFV/5mqHlT1XUfK/k9U9X2q+lhVf1RV3zrb9l+q6v+pqltV/f6P5zUmEm9GZF93sg6fjwHRN81++/2q+i/Qz/2Sqr5bVe/fVp1er8hBxbPjS0spd0Xks0XkN4vIO+MOWvFmadMvxYt9t5TyRfxRVf9DEfk6EfkCEfk0Efl0EfnvZsf9nIh8rYj8zVigqv5qEflOEXmHiHySiFyKyLfPdvkFEfkmEfneG72SRCIxR/Z1M6jqSkT+RxH5R2HTT4nI55ZSXpDazw1S+6c3Nd4UD8VNopTyARF5j4j8GhERVf1JVf1mVf0pqR/BT1fVF1T1e1T1g6r6AVX9JlJ1qtqr6p9W1V9W1X8tIr99Xj7K+6rZ+ler6j9X1Yeq+rOq+tmq+udF5O0i8uOwKL72CLX4NlX9MVV9SVV/TlW/elbmu1T1h1X1B1Duz6jq59xQE32liHxPKeVnSikvi8g3ish/Nmu/d5dS3iMiD48c+wdE5MdLKX+/lPJIRP6kiPxuVb2HY3+klPKjIvLhG6prIpE4gezrDH9cRH5CRP7f0D7vL6X88uynUUQ+8yMs+w2HHFR8hFDVTxGR3yYi/2T28ztE5A+LyD0ReZ+IvFtEDlIfsN8oIl8kInx5vlpEvgS/f46I/J4nnOv3isi7ROQrROS+iHyZiHy4lPIOEfl5aWzBtx05/C+JyL8RkbfhHN+iql8w2/5lIvJDIvKiiPyYiPy52Xm/XVXnDMEx/KCq/n+q+hOq+utnv/9qEfmns/V/KiKfpKqf8JTyFseWUv6ViOxE5Fc9w7GJROIGkX2diKp+qoj85yLyp05s/y2q+qpUI+k/FpE/e6qsNwtuOffHc40fVdWDiLwqlbr/ltm27y+l/IyIiKp+koh8sYi8WEq5EpHHqvo/SH0Rv1NEfp+I/NlSyvux/7eKyL9/4pxfJSLfVkr5x1j/uWepKDqD3yIiX1JKuRaR/1tVv1tqh/C/Y7d/UEr537D/nxeR/4rHl1L+i6ec4g+IyE9LDbX2x0Tkb6vqv1tKeUVE7kptI4J/35OnMwzxWB5/7ynHJRKJm0P2dQ3/k4j8yVLKIz0SzbSU8g9E5AVV/WSpg6j3Pku938jIQcWz43eWUv7uiW3vn/39qSKyEpEPzh7CbrbP28L+73vCOT9FRP7VR15VeZuIvFRKmU8xvE+qtUB8aPb3pYicqepQSjk8rfBSyk/NVr9Vq4L780Tkx0XkkVRLg+Dfx6Y7IuKxPP5Zjk0kEjeD7OtERFW/VETulVL+8tMqUUr5gKr+LamMyGc/c+3fgMhBxc1gHpb0/SKyFZFPPPHQflDqC0S8/Qnlvl9EPuMZzhnxCyLyVlW9N3vZ3i4iH3jCMR8LirRUFz8jIr9eRH4Y679eRH6xlPIsOggeKyIiqvrpIrIRkX95c1VNJBIfA95Mfd0XiMjnqCoHJS+IyKiqv7aU8juO7D/I6Wt40yA1FTeMUsoHpYp6/oyq3lfVTlU/Q1U/H7v8sIj8UVX9lar6FqmeEqfw3SLyNar6m7TiMzHHJyLyi1IVx8fq8H4R+YdSWYQzVf11IvKHROQHP9br0+oj/rmqukbZf0JEPlGqElpE5AdE5A+p6mfh+t4pIt8/O36lqmdSn70BZdDf/AdF5EtV9fNU9Y7UecwfYWehqgOO7UWkx7E5ME4kXgO80fs6qULxXyUivwH/fkxEvktE/qCIiKr+AfSHirp+s7QplzctclDx8cFXiMhaRH5WRF4Wkb8qIr8C275LRP62VEHiT4vIj5wqpJTyV6Q+qH9R6hTAj4oI4zZ8q4i8U1VfUdWvOXL4l0t16fwFEfnrIvINpZS/8yyVV9XvUNXvOLH5noj8z7iuD4jIfyQiX0wmopTyt0Tk20Tk70mlId8nIt8wO/67ROQK9ft6/P0OHPszIvJHpHYIv4Rzzec834n9v05E/lP8vXB3SyQSt4Y3bF9XSnlYSvkQ/0ntbx6XUl7CLp8ldUDzSKpR9S+k6ire1MiEYolEIpFIJG4EyVQkEolEIpG4EeSgIpFIJBKJxI0gBxWJRCKRSCRuBDmoSCQSiUQicSPIQUUikUgkEokbwa36+H/t536+czUpHNOYB8okIiKd+HWGVdJO3Tr3KlwfJ5GxuN8ILYM7aOIfiARXBKESSjinHd9qPf+96wYcNvk6Y/8O1zjFayn+IkrHclU6/qbFLVkHtSvvcQmK3wd3TSeHjK0gntzOPT+OmYUP+73fn/XCNfO4aRajZuhq3Sbc22LbeN2oMxIdcjlN0RvJr/NcVhX8sRrqtQ89H+lJPDqUNuH0/j4OvI+ubeoxXcc68tx1OVgDF79Un5HZrp33Htf6NX/jx5dxfxOvW3zfX/rLRUSkiL+/fD6WzwlQJr/On5/oeadhWTHhnStx+RQnPtbJ6mqls/8LfYKG43CE4ng5ErI6nqut86/wLhf/PhGxr4z7lxL2W8TGOt7xLcNsl1C/+sfhMFo7257F91+nE7T6viDeY3s2eFL7DPAZwf1h+csPULgW9L2T75NFip071r19yvihie0dPrDhXFx7x5f//qMPwa0OKlZ8AbBu37SwTvCaVf3Ftxta1ydtDxsbUMOoYprQEeD3AS/HGD7UrcH9B7M1a6hL/HbxY2X9Tv2jj9vDjZtQka5vv/ESFi+DDViwimvuUBl78e1iwgsSnpme5YeHsLA8XKs9rljn4Ed4X2fFDGFwMMVRQGEdfTvb/vbA+8PUrpUvZ13n+Tq09/JpDx96Xht27DnYsI5GpeNAj4On8HL1rKI9qH5gueiosd4lP/hcYloM3tlnmNWDJfbngYjtdnyYUEsQae/V/GDu2/foQdjXYTnxYbLHm8+cf/+6ju+L/eJq0+rk+4r48bP+K77P7YBFf7UwKNrO2CF87CwWnocNqMxQCeVESzBiUVUaGvEjOutD46H2SrPOsb26+W6zU0bDw9el2DXX7YuBlYb7Zd88b0QX3ueizSgNfelUQv/Ea+HAhH0g70v4yHWn2pfbn7w5kUgkEolE4tlwq0zF+gArkiN+Gyh5BqMLgzqOBmk5ljBqNkq7iJTRWw+NfQqjXzAXbQzmLdzFmNqGX2aeHt2v/d5GjPUo/k7rl0fSym9n1jDMNUo+GiHGJICapBXPBozLE6Plxr54xoLTGeMBTAWmQ0gydEZd+GssIjIEerA0qgFlT+5YbjaCY/J3ore6kjXwo+cVpyQW7E7db5wxEPN68MRdoKhVG0PBSnWDn27qbKotWCuhnSeakSjc7k/iuUScWuVz3y0sZVp8/ucnWfKNGPBTA9ZnwkycxL+rkZmNU3UaZi04nWH9Y/HvwzNjSVTM4C3fxqZ7ZqCE96XYtIg/hzHU6HjiVKmGd385veTXS7gv/KtOET2ZT49T0LNahGvyx4+TT5FykqUPF7/4JpSwPVSzfjNOtXPsr/0yfOJsdsS+t0+hIpKpSCQSiUQicSO4VaaiHzlPhBGhuFWJ03dx9KxhxDS1Hev/k8oB1iMHtRMFRgvj0I+eyxRHoNQ4cM7SzyW2qa7jQ3Xb3iZW3W7UeHAeq1vVEW8nOhuNcnR7nP2YwlBy1dHqrr+vUPeJ7TX59m/6Ez9fZ+KvjuVAxEhGgiwP9hvHuj5ySFuKdMOm1oXCMFpI6gWcXB5QRmcqUd9e1IuICZEO2B/b8XNvWlVv2a1MYDa53+N8qrWJNuaHSwmWUd/x9TnO/KiE9uYzFURgiecDUZsX2YTenvUw374wRgBk6AAAIABJREFUQ4OFHa1NmT2/QWBJ63whZaDkItiJ6ruzaKzbsz0Fsd5cW+T2P7E+/70JBMNzHuvMV7JRzzg32Rhfngb9grVJ0FiQYY0W81I0GdgZ+wYc2zcyFlaou7aowWtsutttdk1WEM7j+7/Iii3OF9iWdpu1MQ/8LoxsLzLcaGfOFERGfFK3/+win4hkKhKJRCKRSNwIXpO00Zx77KPqlgijOBU/kjWPAbMqexRTmisj58fMCghzX2FuagrzSW1K3rME5nERGInJ6sKLCe6Gdo3B2u3p4lWX/aye02zsXQ8Nbl1TGKbaaBdrkz+eI06z7oXtxhEo1nktox//2kC2TcTW/znQnw1hqVZvUhR6y4CRCNbJYOwJ6+Sh4X6yZA3XrOHINrfsLYZGLni3tNaU3RGrzlX52KTsExFuU+I5A12saSH36GvIvg1kNY2pCFbrCb/PZtG3WW++H3zXTc+zZ9/Ho+v29bBydSJ2252IiBwO1S18GoN2KJz5MO5xCXjfel6bL7dHfawtevYdkxwOlUU0NpbnQvvwWPZ1XaCAyMySlTxA0zVCk0cmqCeDCp3CVEL/F7waWB+TZgQX4EIHwTItmYTIQBf/x8IbZqEbwc+nKCMiuuAvdiODEQsOzJY2psI+E71nvUxLEV0Yub8x4tHr5skdWDIViUQikUgkbgS3ylQY4xCUrXGN891mXUbLOIyFnBuuDRRpydKqD7Eb4qTkOLrfzQIufgQoYTS8UNaG+XOd/Ig3zkGSQWl+0b1df2c0Cuc7vQ+0ecMEBmGkl8bkK7mYYwwjWSuZeoMFaxMKiPdvrgUJ7hxmCZkHEFkXMhreZ9xm8ViXyc/rxVglXZzbnddlXlWrcgycE/3ApyPz02zocI+5Q2AyePwUPIuSqHijIDKBdS16bHwksGdEfdnjSGubng/+OK43nRqtUrACRjTgWQzxXiJTF615Y0Ci5wr7nJE6q1HG8eC2SYiRQWaGbK8tgyV8StdAXclk5/HeVa1v8WyxBlbBmApa/+bO1t77k1a3aVvU7bjUXvhrO1ispqjN4JJtcOLZWYgneNG4lr6dr2nmXNFHivSFLvrM8P19WqS1ZCoSiUQikUjcCG6VqViEho3ExWKkzzkvjEy5w+RHVG1uaDZGMmuSzIMvsylgyWSEqIlRGRwrGyzhFmGN5/OW9cJHmPNa1DFw2fXLY2I0tcggGCng5xYnC6NNpiJ4eWCthJEqp9jMUjc1t9deNE8Klt9G7xbjgqwJrAojQ3DGbvIW1SIiHds3hBe2UbWPij4b/8f5VX+tnXr25piBoeGenVLxN0bH78A2OBktNPFc4Zinw7HtRPMkCvsvpDjL56uRlHzGjsdmiOeaAgPRmcbC132CTqEbGGIcJz+wz/XXpMZULKp6si6nonFGi5g6j2CsG1r7eeahzfVjK/oO04HQO4sZGJCqobEwTX8gIjXNgwQr/8S1zcIJ+2uxOsUw39gbjE6Matx2XFCqT4T1Z8bo8ls438c/cDHCpobfl+G9xe3YPYWBS6YikUgkEonEjeA18f6I45yF3iD4e0+z+AcibXRmo0NT+cpMd0A2hHEqov+v11iMTM4V6tSFuTNttAB+9/EPmsbCswKt7lwNGgzzYOnMw2ExYlwokr01bmxJjEgXWBsmT7N2Y3FsO6ikmRNk6UceYuZT2zHjAw7MtWJRKV2Vm7Xum8fiTHTmxUMNBksOd8iSzJ0woXi7bNXPaZoXT3T4PmYpWMRSslv+Pp1C4Dueun/i+URkMhaagLh/WC9lPtPun/OY4GrhEWfvvj++6dPC3p6EtPg++0PwhrLXK6zj+L5E748lc7foh6w7W/KL9fd4Lb682HCR1emLb7Ooc+iC10krl5b4smzTzVgiN9+fM9pwZCpOWv3PQvkchf8Gxj5lmRdldmSok/0enT9OaFmetarJVCQSiUQikbgR3K6mIqYGDkMfE9IujE9azCE7KdaKRf5Ss74tc2nURMR06xzlhhE959xbTg7vZWDrrfauPKIYcxJYlpD7wtJ0qLYYDqwiWRHTOuDcQZC90CUEhsNIAzJAVrfA4vAKMYTtrc6h7ayNoh5FpBy8Ips+5S0NCcviRTD6Z8+GQNlkcNjeweZaCHM8bG40itct0l3U47CCc32OZzEWehxiUYdwjoWFlnhDYaEl8DTcInLmkedAw1+x31jEQTjR7xiz0fl3OkbppZ6BHhu73Q77xeiVPu/NsEJ8jLMVtnNuv5PVau3KiM9/TGF+hMvDfuHXwFREzR1hniiLtsE146s3wFOi5wdnmuu5Tr27oT0ZL8eqFr4b5hJ0/J2PdV9ySosjwlbPjrVfVaIXzYKhCL8/zVvpWb2ZkqlIJBKJRCJxI7hlTcXCjBeR5ShvwViYPsJb3hwTFYv81cmBGgmzxqOegOf0Xgaz0I8iItJzDtE2+7l3sgl99O+WwEwEDQdDR4zBo8LyB0ibEwyu6hbzgl4WJiswBqib/2ztxZwctD1G1HE0Vkc8qKIOmpUWt2Ga7ybNSbvVy+JPYLkSH4+CVsGEa2WdJkTdK2Zh+XnXOJfYkS2IyvtwX9pfJ/IxLBB9YubnYF08QxN9z2OclaYLSabiucZirj9sPmUBxgcqRmmU7uTce2/vuKfcTJs0+nPG4y0mDfqQEQzF1dW1iIhcY7ndbkVELCom2QZ7j5GjaHNW2YiL6QzVORcRkfW6s32tX15oJjxLvPj9BNp75sFrWegdjOn1WoJhGHAta7dOBuWwPxhzYzoMdjMWcyOwTuq3mz4jBHJe6EgiU/EU74+o24nxSo5FvTzFUETcFIOaTEUikUgkEokbwe1G1FzMJXrmgYM0i+IWrHp6I0wctWPa/oAD95PIyNExRp8Fcealr3N/prkofuRu40OMHA/UApC5gBhgMAYDx0M7MCFm/tCGtHWBmPy8hgOjvzFW/4rbEee+iIW/09EPQ80rg4xF5639GPGymBXfcqOIiBQqtXt1h0WPCLIzA3OETBy9i2sDpcYAv6/6waLckUlgRk8qr4sxFawirhnt0q2xf8/7VNv3sK+WFC0zsinNQyWwXabNYJuw7ryIQIu5+Ve0g5JNCQxS0Gc06+MUyzKfrU08b4g2ZLQlYxyek3PQob+TwGi5c8acDp0/O+O8jMqIlr4sMhytq0U/g77l1VcfiIjISy+9JCIi19c+V4hlUUZ/ttnU9/PiTmUo7t+/W/ff177h7Hzz/7P3prG2bNt50JhVtdrdnX2ae2737n32cxwrxCjERiAQyo9Elkhw4EciiFBsATbNn+QHJgrCKFbkxBIKCCRkrISIGEQ6EI0jsAhOiIiMgEh0UQJu3/O79757T7v71VbV5Mf4vjHXHGuvc46f99v3bb85pHNqr7WqmVWraq4xvvGNb0gz0Gd3DDSj2noeHHrsT3vHA8L5qAWKcHV1JSKJB7Je65jJqSAthD1DiGQQmRiNtJPycIhxYq5aLpeyxvnzS22avAcK+7zwfeuF0vB9r9DrkYs3407sfhcIFudwcmScdserzNCrLUj2zUa4ywpSUaxYsWLFihW7Eft8en+ksgZduEjXtOIR3fr+GexE2lrVB5jLXZTYqNdZj5Hj29vTbSb6mlH6Gt4uc4fLxRzHzBnBA3iCdDwbjH2AU2ivdLtujgiBXAIgEIPxNDtnog0TjGs0UY9/PpvpfvpeKlREBIytW2i+s43s1geP3HQkeISc+9Dh+gRUXrRVjpJUI4pCIGLguTZEFXDd4fl3LZjhQCyoktkBPWiA5gyGI+t2KJZXZcSEsZBLQf4GooV6otHD6ECv296+Xp++02NcnZ+JiMjqSiOsChFS6Dxqkuc8PZt9lxGp2lTV27kuu1L6nGWqn+Eb2KBgFHfZkg6MQxZyWoME1/Ux9Q3iftz7wb2WxD0iT4qoJCNoU850VRlECNljh2Ycipk+R8+ePRcRkSdPnomIyPPnL0REZIZ5yHr0YHv2/tjfV2TiaH3gjktew77sH+g6HQluwc3zto1kSxrRgNqd22ql574C76PDs39+pnPC+cUlznGRrW+dWbGf6VR/C8bjcXa8bq3nvFgsZLXWuY6KwAPM53vY9hDnON3XeWo01nlrYD+p5KDoa+p48LeKtt0L6npcIPV84b3F15hfXW8YCbJN9nHmqD3pd9dWuJ6L8boqkNslanoRJ3uZw8R2AdscxuLp8gfKHAA6ErVIwI/4+N6xiIjs3b+vrw/1IZCh3hxrPnz4Yby80B8p/k4M8ceIsBfTJbihBS2FF8KHHU4KYUfCZCMd2xA33QTw4YMHD/Rz3KyXV/pA9F0U3nfdSo+1vNSxLfBdrmdMleTQ5ADXIf1wwxnA9VtG/ugDnjyAY4Mf8MFwhGtAwicdITgza5K4ADfOZ9n4bLxtJ6NG99W3nIDh6ASMjcRVEL/iSB/wIeDU8bF+XwfH+xhLi+up258Hfb0+u9DtTerXE5+cw2pOhlvPydvGKCYRnkBb99rBuqldsUuHOCslpXfTohNTMtdxq/wyL53fauzk9nstzOzuUyuT3HKOse+KS2yO7RmI0BmZ4xllmuMMz8/z55r+uLrUZ5qpBJ7DCE4/mYEjzCHt4TQ758FgIEMQIGsjbHLsugtr/sdWBTHbdRIUdOWwRmw1MmR+bZYgm9LJmF3ouaQyWV1/ggCTS6Y/+Lszm82MsNrDIeK6q9U+jo0h8vdhQPJn497X+Z2Oy3rNueLNgpxdtnOKyVJqPk/rVtoh152chl9v4kOtpD+KFStWrFixYjdit4pUeAlZ34yFRrhqTQTPIgNqwzKSZqoBXnJVS3NwKCIihw8VCbj3ztsiIrJ3X5GLaqKeI4mYhKNmIP0Q/h7i8zEhOEBty3NAbPSGz+HZJ5xQREQawGTDY4wHx99DJH7/WF939Pwv9f3YJ2SmBzIwO9do4Bze7/kzoCJz/ZwRENMmHVCBBTz4lh4/0IC9exjTY71Gxw91LIT4VkBh+D0wSumQulkvNeVzdXaq6+HcZycn+v5iKQNAi72Vmeq+I1JaTBNFIDdxT6/X/tuPdUxv3RMRkaMjRVOqXsdEtGA10++hA1wrhHstANjlpbuUhEMZEvcyWkncNrsTe8L1YNSRhNIYmebbJVn5YnfS/C3FCNtSEdevn+I+EqDz17KBgJkEvCMxMhpPyERO3OS9WtdEBolQ6FyxWGoUT3Ijl7MZlzMsdT2SG0k8J1m796WrDm3eTBtWVn6JZ96JxXnAju3ZSXqsU792HJtIEREKzINrCnfpfDjHOV1e6hyxBCpDMiNRiPlc5zHOe/yduby6lOVKrwNTwXzWKfo1WSoSu2513uojSmt5DnWetqocumL3xNZNc70Z0TMwte3X2EY/49Zf+Xz2upTLLnsd0lqQimLFihUrVqzYjdgti1+x/IUyx74GUhcdSXemS+2km+Hx9kQRwCUYjsbGoTh69FBERO6/85aIiOw/0GhcpigtRQ6yBVJxsDrCwZG7h1c7IAHmSr3byzUigCv1ZNeMRkYg/+zr8vjxo2wcx0BOpvuIvLHd1YXmNGugAU3dyACIAstYD+6BZzCmR61e89lTzYOu52wvLrhO8GbBaxhgTNMHylO497Zei3uPdXkM5IJteftTcCTQXGi0p8cnL4RR/d49vWZD8EZewIuevTyVnqW0VjOKaAWlvQL+RnOo12N4X49x+J4iS0dv6diOSNSca9SxONexMYdpTed2CKt5D56efiI0Gcyja2/kKi0HborquXBWqkJ126ZBZO9b5W/hVNxJMyE7PmeOQB6d8NFWGwK3v21p5bhBLCAfIUceEqKWHyOVmuLZ7/LyyzmI6JfgP11e6bxDxILiV2vwD1j6XeM5ZvnldKrP6+G+ziVHQIYPpiAujsYywjaN1U9iDnW12ME/H/i0NkpFzmEyNW1cowXOabWmcNcC54rXQC7WJuSFHS25n4jPwR9hWXsVZAzCODkSE5TQ8v0hOCVNswORIJEyohS+820A8GqL/OjuHS/06EjgWzyITfGs1zU6fEPi5a4GY7usIBXFihUrVqxYsRuxW0YqGPLR65Zs6ZVLrXkXpZtZnggvvEepZED020ymFj3vH+tyeoQo/0h5CXEM3kGtYxgg1z9u1ONu4eV2zC2eqTfMvNzsEh7/xQLHRgnkoS737+t+jt5RbsC9R4qcHD/QJVnAT772mYiIPH3yRM8FxISjo3syQrnSPqL4iLFLpWO+uFQ+xyXG0vaoyujIWwAaAy96dKz8hLe/9AU9xmNeG0UwRqjAOHuhyMcJyjbbFUIy7G+IcrKDI41S9nBtmQNdW8nXWmKPsl+LEii/DZY0Ip4JEJyDdxXROQCyND0mOqPrr0T3bTlkVgitWSrj4AAXBZkjbwxzxyzv8qhoc+Pe0Jbr2f9GvSCS4ZvVOWrG60q9in1zGsvB0xtY2D3GCDwvs9xGJMRtuH2s7S7fu/LgLvpPpCAREVmTlwWewQV4BldYmiAUqxRANmPlxnCIqqyJPq/jCUsoUTHGirMNFJr8jwH4B2wXYM9e1WfbpKA8j8K3jZLh+opcL1ZvDFDZ15gAVb15KRJHKquQSC+53Wg0kiH2NQDna0LOF6QAWFo7gSQARcGs+oOVLZRFx/yV+DM4d99mwCvrufJbWiqVvx6RfRP79XIp3tQKUlGsWLFixYoVuxG75eqPnGnv3/femXEpMMweS2uElXS9dVFXSSAKXm2H6HFNT5EJUZcDGwDBgBq0saUvTrTC4eRTFYt5+YmKxZy+RDSPoY8O1JOt4ckOEc2PEc1PUMXQL/UAT4BQfPlXv4yxq6f7dhdldKDbHlNQBdyIK+RDI7zoCK+4b3BdwVugFkQ3hAALOBnH7ytf4fhtRS4GIz33JaKWU0j2fvWjT/SaYayLFaIZ8EEO31JUYQJ9C7Kum2d6bbqmltUVhLGsBTMinzG5FDqmEapipg8VyZnc17ENDxgBgeENwa3lao6xQRAM6EhtrdaRi3ZCU8FHAK5pm19fJEUZNEZ1pkPgITZDR/IKE49obHRiK3aHbBupyJGJ1+qTuKVHFbJ1Hd+MlRBe+p1VCYzeTeMH5QHUaFgAgaXIHl+zcsJuWeq1uAZaVs3gdBgovkWe0HrdSl3rMYlUBN8ckAigiR+6Z9WhiRsXRcdi2hk6liE1IkxKG0hFzSaG/J5yXoLJYdS5FsfR0aGhxEMgECNwKYhMTCGuOJ0SuRnjnAfZ2FmhQr5atdWQjGgJ9XRyjRO7JlsS/ztQBl7LKmyJte2yXy9n4nVWZrdixYoVK1as2I3Y54JUpNf5UpxHafXNqJFmZEAvOqnLwYuro1RD5u71vVULvsElqj1miKDxOeW4l/A0l+eaezx/ovyC049UvvbkY12ePlUthkvIcxNV2IPHeviI1SeIwI9yBbbTU93++dOnIiLy6cfKrRgMoWsxOpDjx4giJPfIR0AKhuAjRLCsV9BwoAfOZlwjIBQHb+uY9t9SLsXefTYBytsdn50oUvH8iaIyqyVRAj3O0WNFOt4GGjBEVcgUnA1ei3o6kdkMVRpAJsZY9+CBcib2UBVz8FiXh9DKmN47wHXQ69XP9DrP5rq/OdCaNSIt8dGjaUR4FnVwa+X3TrAoamM9i0Qdy9/QFx+hsqrJoyJ5DrnYHTc3caXGWO573or43PznKjm21GBlQ5/AmgfmVSCmfWIyzjkPaA2xH2rP8Fm3plumOIu5A1MtUYYhFGzHE43ixxtVapuXgnNF17ayhsQ1eQkNVXONVLF1mtk52PzvNDl2RdREKMY43hSoQs2mjiFHLjqnvsvx7QFlPn7wQA6PlBs3RMUd+Rrkb4wG+WsiFOSXmYaNtZqH7Dl+03aBAVbVg9eedmM1PlZJtr0HnNzGdd6FanBn+XrbAKzne7zaClJRrFixYsWKFbsRu+XqD1rOaPUpH/MkgSaMTJ8BVQZUduyZu0OTl/uHcvQQUfNUvdXzC+U+PPtIEYIX54pAjPcQCsMdmyI0vngOJOKZbtefac5+fQ5Pf4Yc/gB8B+TW9o8VDXj3ww+w1OqPttPtTp4oIvHRr31FRESefKqva3iuLBF4+fJUDp/pGB6gEuLg3iOcH1AQLL9afSoiIvOOam/wuMF1eP+3fCgiIl/6B36Lbv9IkQpWizx/pryOT7/8a/r6M0VP+jUjKHA3AA3NF2xkhnbmQCGmR7pfanM8+/QzubpQhOH4WN+7/1DP5egtXdaHGgmEAzYQ0+tolwMcmCX0KV481ev1/CnO+RL6HlQptEZgrl28Y+bb+66FvUWdG9GnfWbrsgoJfB2n8BfFoyYuQnBE72J3y0boabErRx0sesz7zVhAyM+N+Z8jYdoESrKtrC9GZ0QDfb0VAVN/RfA+kFlDKjCPscmWtQFnlI557ED3s08dikN9tu/heZ2iBwaj0YtzfQ5Pz06EZ3dAPgKi+HvQweFr8gz882ENDF3FQ7diA0OiyzXGgoo+dy5sx05OmEX/QHtW6GtCRU1qefDcDvYncoA5dAJlZG9EIPi9dBXVdXFmdmpsOph/P5VxVfKmabwnDOGw6rkNBGLjONZfjPNgzZ/0mJAwI445DIHXOeTzXLodXaWRndOrNYELUlGsWLFixYoVuxG7XU6Fy9mkHCK9M8sYZev5Gl5Gii08JrbcHu2NZYKueR3O7OpMORIvUJnw/KUiFfceqAdO1vT5THkEFy8UoZi/1O3qFfJyKw4BOUZwIA7AJzhA1cIeeAw1cpEL9Ap5ieM/+UQj7W6u3vKQCpNhaNdgTRVPep+IkMYY7AQqdgF5vDWRA7we3UOVBhQz9x/omBrwTc5OdEwnz1HR8lTHNkeHwgEQCtaiV+zbwe+FTjMZ4WBIkz8RBo0MjEuB+vYDtqAHQoTijq5GJ1WohPboPtqzE+oCnVDRxXWFevseXJnakAhGBCL5H7xnCBPw7dezqX1ec0s8wNou+siV97ljcG/VyRe7S1ajymDr6zOwy6Nd/r4gV0CwZCQp6X13r1mHYFYP1PmUbWgv+wVhydblywU6B0Mxc4l+QeztwWMTDd7bU4TiIboo3zvCvIaInSq75Gawv8ZnT3Req6ogsVee1OKRrhMP9SDDAXhrEXwod3nYEbQyRBDzYJvrvwzQj2MMlU9DWzDGFhpFVAnlteA5U120B4rcoh08uSCr5UJWC1be6bGoypl6sOCcHKeCvULGnAuts2qukGr8QSqXYi4l8kFOBhGlBI5xnvMsC3waNuceN8f5ipItzkVO4OC7tSmjYq346gmsIBXFihUrVqxYsRux2+VUWK6sv/b9EPIIjx5W2zOaxWvkrqnVXoFLEAaVhEZXasDWHaOu+BC5wQ7CEof7Gu2PUSnRTRU5GCOEPmuBAlzAe0UerkclSuD+EYHvgS3csOsmxrxCpH2BrqYXp7qs2FUQJAJDG8JAaiqEgucRMEZrhYpopcc21GqbgqHNCorBPvucIGphLhG6/zP00VgAoWjBF4FcvV1LEh0qVJsYvEO9BiIWcGhDZVliWcL7nyE66NBdtKrV8x+MUclCxczAXDDq6y/QaRD19dSl2Egm6vZbee6cRZ3WY4TmPrlO9XArdZ7ntbfZ0bmPHtx9LC4vWuxumqvt2UAm3nQ7h7xurLPF/XHHoFEfonFqw10HLtKCHTtRPYUl+2FwCh6j6o16C3t7VIrUuYfP9Hrt9gs+gu8dEqogV6iMWwMZ6B2C45GdXZZy+r7vRW415yMiSRX5JuwwCo2bjpodQD+XVEvWsVPTI8Zof59jjjTEgGODMjB7ovA6TsDL4PdonVYJalIfKeQ9Q3iOVlBWUQcEr6kf4nkOptnEw6R7KnrIwdk1tUa7Prh+vR1WkIpixYoVK1as2I3Y59KlNDgafHTFuMGxUnuoKhq3Hu5bM0Gt8BS10+OhIQXUdBg4VcoDIBRTsHunyMOtkWvcGyH3T8RCVFGzXUErP7LyAV3qqLAGxcwGHTuNnYsc3BKRAhU1a7J8bUWeq0gNDgW7rwq84jaCZ8B8G5TgGnjJY/BJqJExmur7a3jozBlegbG9Qu+Q9Yz8BeYUocYHIskQyAi5HcHaCIKNzSayVUIsFtjXZa3XrWPPD3j8kwBWOfqPmGY+boIFrtfZC1TjnOqYyeiu6Lm7CiLfd0Eco3w354Lvb2a8ncu+q1yJW0SHTNgHjLTc/V/sTlk0JBX3lPF5dqzPP3xFByUjt5Q40zFoHe7jJSLnAVYlmskIt0OVxwwowemJIqInL3X+mgHps6oPbM8eFkeo4OJz2CG6PwXCukYFBiN4KnF265xr0IQmRc1bfA+gkFSmxalWXmE25M8mPw59/nvBvkJcj/thL6jhgBUauqRmB3kP5EMY5wLnMJ9fyWw+w0HzYwY7BrkTOsdS4+Lg4Cg7lRF+DxpTIG3y/ThEozctJpwTuyfzTN3kYtcOH3R9Wj8pmGLdLbUL3o9yrX291K8yuxUrVqxYsWLFbsRuFakILsezIw2eonzksIlYMBIeIGIWMm/hDU4mI9mH2mRA/p+dNumlDeDFTlC9cf9Ymcqz8VV2jBbcCwT5slh0eB/e7r4iH9TFuIcupCPkJmOnnu4KucbFhe5/ye6n0IIgNWBNjzWIBHBEqK/PaMVYBEAKaubzoPHACpRjqHruH7PqQ/fNfhwzIBXn6F9yeQKOBZAL6chcxvXG9R1YdQd4JUBKTFufEUYXZYCcYIsI5/JSz7/BNjUqVKiZz5rzCijMHFyKsxcaaV2dXeC66f6SF3094rBVueEUNF+Xz73eXARl93HIXnsuhRfYLOUfd9P6XRooOz7fCsDd12734AahPzicy6J9Q7tyvQNWh1yBF/USnYY/+0w1aJ6/0Aqvq6sZ1kfVwhgVZWN22WQlRYX10dUUzyGfXyIhRC5SSx1U4I2HMh7neh7s29NGajlg7rPrR74CEQxWG+TPFVGc7aeHWg98tlltgkoz96gTHRiCs7a3lyvcpSmXAAAgAElEQVQLn19cyCW5IuCQ9PaMY84D2jGfk49B/Q89hnUpxbFZDVLXfjLIK102Rrl1lpvHp3nOzZvMalT83Wpw6u/PHcd+3dxZkIpixYoVK1as2I3Y56KomTwd+jS5y2R5JjJjnSKaOK9dqMC57qQFN6IFInCKKPwMehUz5PpZH3zvgSIV9x6q8uMESnI1kI5+rfueYb9cBtR1T+8rR2NiXe3US2fVwmJOhjHqwxFpty3r0OG1o9NoaCoZoNqD1Rcd2CSdKYlCp4OVDEAOakQIwwkRHOjRwzvu10QBwAg/u8xexxUQIeb/cI1M9x7nXLH7ILkUFqClYnnWS/fw4NeMkMBB4XdZs7IFUcaa7HIgE+dQOF1egF2OEqAq5v0BvMrbli8dc8RqVx7Rd4G87rOkz59HTsFFlbR0d5OpXZCKu2i747OcXEE+D59tcpB6i9Bz5HUz0825kVoNDXLw1YjrgkMBxHSB+ejlS+1NxO7HT4BUXAEh5VGmQCYOwAE4RLXHHqoWVtCHIQfj7BRIIZAK9hBprX9GyM5lsBzKYo05uGf0DjYclTT52hCIV8e224qO1z8/5ERQ6ZYPeVWRY6FvN+Cq7YFfx8qWK2huhKqRHvPVYoExU0UXc+8aVTbW84SnhO+rbliJwk6tqNbBIAw3temGiAV0eqyXC++l/Nx5TbYqa5wKcNpCNhCJPFWwjfpubZl9Hl7TA6QgFcWKFStWrFixG7HPqfdHjlA4xynpHwTmyohQQJUMXuEaXrMg0j59+lJWK0bx+tFLRLyXiHRXiNYXrXqa+1DEHEMvfkRdC6iyXT2AIidy+zii1EABBqg8iUAaqAq3Qj348kqP27scpEWvoEAzmhmOBzJEjTg7BNIrteoNMJNX8PwrhyQYJ4OdDRE5zNCBdY5lD2SigYIme3pUDatPUOHCChpUk3D/3pHtN5TreiAyywU86bFuMyFresrqG42YTAkOyMYM39sVkKYVVO8mXa7vUQnztIycgN5Yp9u8yqZzzP2tPOKO9zdtW+IiJwNZHrzatZOCVNxF28ol78pjm4rim+XFX3U/GK9pQI6YPlesrjoFkvD8uXIpXr5UZG8G5dkG2x0Agb13T+e7Q7w+QPUHu2suzzBXAKm4uMDzt+DMp8beFdGeM1YfrGVBTRpWqVEBmRUKmLf8dagsxM2rFNKcCZQmco7NkRBWpKwwTw4adlQl4op5jJ1GgexyGOdnqkkxHI0MYVgSacW+retry9foL1LpdVtA84Lfz2ik75MHSA6L9WYBzMtrZIqanVPUzEVFzai6nLSexK5ZEt30lW95ZdyWbZct5faa6asgFcWKFStWrFixG7Hb7f3hcsmefGpABRm2xqFA7XQHT1XILUAeHozk4cmFzKFjsAIX4gV6eVygsgFAhlzB47+PrpkffOmLIiIyQH8M5v3G+xpRD8BTqOGJVgNEzANqM/BskBODB8vqD2pAMNIQYc8PeJhgXTfDoQypgdHQ58vrssnLqBH1j0wrQ6MPcioYKdHrXRvfBKp6S/AMenJYdDsiFREefaCGxBAICIEK9wXG1uAAiTxN7LuBpz6Ffsg9Vqoca15zD0jGGdjqMtfr1eO6VWt2BPV1/K4iw9jUlrDFtXCserneNmu7tyNKnBKOWQfWlu/aWZ5rL+1J77a9acVQqjzy61+vz7NZNZQqh3LeDtelXgWrM84QXZ9BT4JKl7yP9zF/3X+oFWGPwB3bB5eC9/hyucheB3/PWm8Kaj8wwtZ5jtoPdV1bJQkvRM+qDy4pc2MaMiQM5P177Gkh7wzLOVCUF9CwIZeC8yMRi9Eor2yhuvLBAbhhnGeBvI7BK5nu78k+5vnJqV7fqoLaJrDq1npygPeG62FIBvU82us5Enb96h7XjT/FuQopr4yjVFyDmvHjxD9JXAp/QfNttmwD7fh6rCAVxYoVK1asWLEbsVtFKpj7snw3lyZ4LngfEbb1rEeuHv7aEh7vmgqO8J6v5nMZo2pjiQh3hvrt05fn2Af2jfzaGZQaZ+A+HA6gxDlkZD3NlheIEIZWi513+yPPg/wHvg5wzydDqFy2+noOj3W8p/t/8Pih7KOfCD3GDqjHDExuMrKZu5zCEz8CUjEeq8dN73cFz30OBvcCyE4H5jKbqpg6Hw482YPnDrXQPSh2Wl4QXvg5IoaXTxRlmF3O7Xwpm0eNiz1wV7hvVm+wSuQSvVHOkBtmNU/V5wgSuSvW6dFpRWy49LL5wRYT2hVpbzPNtxELq/pwnQITryM/tFUDcCj150RlKvYbsqq6PgYzJr71o9kR4m1VL7gqorDxnkN1GZmy+oLVGOdnnAtmGKNud3SoCODxsSIU98mlONQ5Ym+qz2HruAErIL3skZTQA3I7oD/Tso8QevKgamQ8Htq+bJ98jYqJrRQ//iIyS5VIoiJEIhIqg8ow6O1Qo4PXht8Dq9Z8fxOqZc6Xei0431JLYjgcbnUbXa2IOBA17rPXa8xfRJDIgZlO0NvokN8nkW12J2X30lxlle+T6xKcngWrUOqK/U2IlGxyX7YudGZbqBRtR5XImwIXBakoVqxYsWLFit2I3a6ipgsTvTZ58qzo6+SqZNF6S+Q9PyYPtVJjcu9IBuwSd6nIw/BcvdKmRu8N1o471bY1PHarE0cOsRmQ3wCPEINdg8FMnQXPX1hBb4F15IwI2H3O6ovBxQgj9jNppB6x1jlsXAWRCMQhrqm5AA+fCpvs2sqKEnrVQCRYs764wpjW7KbCc4ViJngPB6iMmRywjwp4IIjI18jDpg6i1P+vZU1OBa4bv5fxPqMCVJLgHGbonEolzQ7qdg0jNnZCNSlB5qev16kw/YoqRyIsj+1z1q+s0Xb7cElfKgIGud6z9zXlu3qHFPvNYa8rIAqejJQEG9I++hyt5fzBbqDkQLDiqqnYPVm3b4Z5zwlGsty+Q6RNFclLKmdiyWoP9hShkrCND0Onnk9t4WkwZIG8AVN75CNJjRoDM/PYlog2Ky6sIyrQmdMTRTGfPaFaKPhyQCoYxQ9RoTcFCnwI9IYTKvucWN8hXP523RpHgnoc7JTdOi0M08SgtlJLdF3wuWSvK6toBELBHiBu/vK4QM8qN3ItrKEK1u7zOem6feyq6jD9nZ2IxXVb7baCVBQrVqxYsWLFbsQ+p+SuY+y7JFvXMgeH3FrNXhOI4JEbmzxShOLBF98VEZHjtx/JCDks9oygp7iYI1qHB07kgahHdJGsb7FH7oQVpHjVvCrXP+iMBYxzaanIhu3hHQ+Re6Mi5/hgIiPoVPAqtWAiL5G/7OCRU8mygddLBVLr1sdzwljWqPogl4LeM2udGfyPgJSMwHvYv4eqEvBIemj5rzCe2TnUQ6Fi2q4TblCN8vM7RLXHdH8sm4O4Qm744kTr7VfoUlo75CiAi1Lx+7Aoh8gTPHoXDO7yspMv/wrtgJ3Agt/5roM5ZOPrpVUX+5zt+u8tWsfcHIE11NMiQM4xeOW6nkqMW1UX1j9jTa6DLtlkosZzMSFCG1htlVeQrVZ4NrE9qxaWy7ya5BzP8hURkRUVgMkdy/VfqL9g6GhV2bpe24HzDcfEfdm2gZUU1J3QsS6WUADGGK8wRmpoXFzoPERUmMflfLUwrkXMrg2RDFMwxqVfrdp0DkQqWiI2OUJhSAW+27bus/VaINpEOLa0I2Dp5yZHdbxqr/99MrXSrVszXoOYXY9EbHdwdivs2n6HFaSiWLFixYoVK3YjdstIBb0weqYesSAMgAWTXOQrgH/QwMMcI4I+eke1Jh6899g8Z+oXjBARQ/5d4jLviJdS9uwnosaKC/bsaMGKplIkI4Uenj9Lra1jJ6tMkGOz+mVTwYS3DJXK/Xsawe8f7kszIuMXynHIKbK76Ap8EYE3zK5zrOeuGQGwsoI6Fcs8T7ohDMKLICIiDXQupkdTjAl8CIy5BkpwBTThAhU0l+f6erFcW5fYEXoM7OG7mh7oPomGxE6v7xWY3RcnUC4FCkJEaEAFPwMkrke5Eg8nz1Gyl4JFkdaoAyvEPEIU2eBI7LQ8StmVg/TcijfnURf7pjLrgsl7x33vvpeCoWi7IsHdcJqPSFNnTX2u9sAT4C3FSNrrF1D5kboJq3Ve3cGont0456go43rcb2fPGxBCIofkRxipopIVovfZkvvUY0+B2lplAylapksE3lrFuZkVFo7PQHQ4kseWnwvRFz6dVBVdWmUez63Nl4Y+dBt9RDyH4vr3aTu343zk9T9wDl4xc6e0BNEwIhoOKbG5PFyDK+zgRuyc5bZL5d7IClJRrFixYsWKFbsR+3w4Fd7jt9yiel0VolxyBQRcipYKk+i6yR4UrAIZH01NRW18pXm3wQTsZHbuhFdLZce9/Uk+Bmpj0ENHTpHdM1tjRau3SzQg9Lmr6WNSBjU9c5GsoYb2w/5xiuSZc1yDS3EOzYYL9h9BXXa/ZDUIlhyDLZGjJErCGvSO153dRnGdeT2B7hyB/zABx2NQE30BioNxnJ8oysC68cWylZrfA67zFPXx4z3dFytb2jkRIeRFUUmyQsQUwN8QU9/bwWPwnJgthrNc+/7rufq7M4tVlaMfW2u6yCBs3RXF7pJtU2Hy/Hf+7jV5cNtR3kVz87bwXUrFuAtEKPR5GmH+ODjM9SZMd4K6CZhDeAxG+6wmqA1pYLfgvBO0ocfUR2hzzRU+x0HSdqxyIh+D/TNWqA4bNOSnhWzZ1OSgsDqEvBB2GR1mYzWA1ilucpkAoPwciVxwf0NUyvAaV1Vl20Y/pVr1havCIDLtPidCweob04bAVlYp5ql8rlLDkHXrnwJkyqoZcY5WVSI7zSu5RoeG2ZE954Lbv2b+KkhFsWLFihUrVuxG7HaRCp/TsVQjWdN5p8nOvD3mixBRo9KCXvIAGu6T/alMWBlyppHycA8d6aYaIXfw5PagErkPT5/RA6s8iER0RCjALGYvD1YnEE0hr4E5LtaZUzmN1R6CXiFrRivQpxjvQ59+byhDVKZEMrCBCCxYQ45jM2poyZUg74NMbVNuZDUIWM7Us8BYOqIoWL0Gp2MMxGI4ov6Ffs7eIaz6IFJxCRb2qu9kCt7LCByKyRG1LvLOgOxYaOfAfCe7/0Gpb8AKF8mt34EQ0Xzn2+g1JcwLp3+dcqTR7Y0oSbpf+YFDT1w/Ehd0bO232N2y6CNhX2rkXvn5LiEejptxTW8Yi2xxe1LhMQB5pTFyNRVLdEkeznV9638xRhXIkpUZ4D/MqH+BigvMMStwJRJC4SLlmCMpEtNpJQ0YfkQkATwDosEEQ5pcO4gci0HD7qK6JNLguUpEOFjZRwRigp4f+9TfQWfWA6Cn1K9g74/FYrGlNrlr6Z/tayRHsL4fq+PeOeSDqHOo8x151KszBERf1/aTvo0mhK0fYNsr9u3mxi0uEObY10ARBakoVqxYsWLFit2IfS7VH2Y72PAde3vQa2MdM4ZLJIPoAp25KkTp0R6zRS6+xesugHfQYJsh2NRjqqqxYgJeNNUiwc1YoUa6BXoQV+r1NqzAaBkp03NHvg7KkRVyoK2hLOCPYBxjqFWOBrUMqFgJxvb68jJb9siTmjY+0JQebGtWhdi3S3U+5iCp8IjP2VZDMBbyUPb2hzYmEZEK30eL482AnLBunCzvXippWakDvgs1L1i5Y1EL67/BC6Hn3UZK0qHjIBU1dznbr+MpOCVNQ6Z2eO9VFjWSr8GowHOBXIRquUpdWkeIHeqfxe6G8eur5Prvfef05rbf9X72WcyjR76uEM0nFV1o+eC5YVVV24KzxSh9qs/mnIjrAogElg1QzRnUKWdAAxZANVmRsXZdN+3ZYMQc0/UZgBs25FitGMYhfsaF4Llzz9SxYJ8MciIwZwN9GY7RERRzRt3q+uwvtEeE4oAIhSITB/vogwLkYoK5+gSKnSIbyAL5Hz5MD7uWjOqJbOT6Hlxxx2aJt4WlnzF811OOL1en8HOiqxTxENrOKqXcXtettyAVxYoVK1asWLEbsVtFKshXSJ4Rmar0XPP8YU2FtUBvTJeNUSuAaAA9mJ2dSbzUbagPP4caWwMP/gCR8/FD5tHAxxjqTjtUHVyd6vZX2A+RisBaa1RUnDx5pvt11SQjdCO9d1+7BO4dPRURkYul7uf4rQciIvL+B++IiMgj9C+pu7UsTlVV8uLpCz2Xp09ERGRxqdUVAd3+2BdjAE9/dqYdPhdADvaGeuwmkNnN64nIANexAc9heqxjePTOsW4PPsoA138GDYkXn+q5ULWUqqH1ICmfjg70OpBLMULVRwAPht30Zszd4nXNXiGIGlgBs0ION+mB4JQcl8J3Ka2qXd537p0n//46vkPOlubryjoM6rudRywsT8qt9A92eix2t4w8H9/LYqv6g/dJn99L1I+Jr8jTU/fB66w0dY6WJdXKXMvBM/uHAyIbqMZCdL9GZcblBXoi4fk6gP7F1aWuv8DzRzSBz1MHJLizOV1tMGzk4IDIAOZEIAYT8EFY3cb5nReQWhoRCCx7h/D6TKa6n/v3j3HOut7hkc7lM1SOsVcIuRVTaAER4eC30lH/gl1U8TwvF0uZY15a4veAHaHXLecpjKkGZwWI0D10g3389tsiInKM1+RxsFqwCpwLUJ1I7goRh44VMvo+kffekBOgQNAO4mveP33fbyia5tfVep5Yfxjog1gH1Lx3y5hcFvaReQ3SWpCKYsWKFStWrNiN2OdS/ZE8e6Pm43N97bXhUwc2RKvwlHownC9eakRfDyrr+nl5eop9qXf18LEiA4dH6uU+fEc9yQNE42Gt+zp/psjDi08+FRGRs2faCW/tkIoWio8f/eKv4Az0uG+9q+qeZBzff6DHffzOY90eJOl3PnxPREQ+/NKHIiKyt68RwvmLE3n5QtGR8890LOdPddnTA2cFA3KMQ1y3i2eKcJwf65iPkTOcEDU51nO/AJJB73c81Yji0Xs6xvfef6THATJ0hX4cL54qQvHsa4qcXJwoMjIa6TV89I56431Ty/33tB/LA1z3KapvfFRC3gi7HR5ijCOsd4nrugIKE+FFM1dZudwkbYuh7Ou+nWTdVtXINe95FzzU+RvBMbeNN2JVIDkSV+xumkcqtu6UrbIPvr3jA74bwlYX3Spsr7O5h4SWOElGN9n6HH3iBpDPAKRDcg0Jdj+1W50ENjc3szCvrhOqsgdkYZ9IxYQ6E6xGw9jIVSFKQyTV9CryTqt9v4dj6ueX6F56eaVzzAxLVlIwmueBVi1UfDGn85oPBzq/np9dGIK6NP6auy6soEOUzyrC+w8VmXj4SFHie0fooE1unefdYMnLyo+J/3juBDlnXcxRHON+sD4u6isRkZ4ZASIMqKQj0mqIK9Fgz/8wIltesbLLyvRWrFixYsWKFbsRu11OBRUyzdHJ+20YI9bX8gbWNWtUu5yhO90ZlDRPmLMbywg5wclAvdV7BwfYtR7r6J5GwvehYDlGNcLFc43uzxGNXwEtWCGqj6h4aKi1Dhb1nGqST3V7qk6ukedjZE3mcWj0bN96eIxxgssxhxbF6YlcPNExEKmYv1TUpQdTu6IiJvKZkeqTGOMSvTgucA4NKk8ePlIEwtQ94e2yIuMevOwpdCniSvd7gnO7wjgiqjwOgXBMH0INFF55GI9lch+5xAe63AcSw4hGKuTp8H0M2S8ASpwLoB8D3B1XjKighVFT0ZTpPXr0MUcHrJ7clApx6Zy6ZWJZIwoNIUVS9plk+2wZ3TGyilQrzJGKVPOBXi64j4vdbTPOjHUMzbsFB2Pkq3k9hV3aByIJgWP0bkuvKWB8MyIHuZ7E1jLVIunYUV3VuRw+EV5G+TEy+kfePeaR82jc2PrNgGM3IQ8c02kqMGLeFRnbNJdXOCQdCnQZZVdlVK1NwKFgR1ZG3lyfD/QCFX5UGSXnZT6f2zNPfQ8iEvyAY2jAS9gDUnF8jHkPfJL9KfsmQScJ1TMDKpkatQvfn/see+PI5Cqjvf2Usiou52nFECSyBxSXDb9b8DisIRbvv5gtjY/meGe7kDbarToV67Zz7+RNVvhjt3ZtYlucZNvqG3wQKCs9xxe63D8w4agBrgC/PP5sNLw0SJ3M8WP+/OOPRETk2cdIe3ymP6QkJ7ZIPRBe6ihAhTTI5XNNETA1wzblJvaEm4NEqIgfxSuQHXukXxYvT2UJR2V5qssWZV5xheuF7scRbXZXFMUaoCTqsycYix7zEVI9R3CwGly3WHEy1P1RjrvB9Z2BGLrGOHiuA9zw+wfqOD16W8mmR2891P1Np9IDmhyBuGoQpAF7etARYMEByrym+HTJyY0ETjhMV0g/0VmrSGBDS3RBSmcLojPnQl9WRprLSUfWajhUWw3vUpkpnAdK8JrzQIckdybE7aeNayl294ycRJvIeV+YorZzFlxqzhwF8Z+npW2Lya+yJfbhShQJbXtY3P8g0xKhWf8iuZqlqJwDDg4YBJBYnc/dvPdZsk8S5GQykskeSNYdylgXmmaoGhLt4RRQfrvJCYNJkl9f0lljupFjHqIMn0sSMpeY2zsnjW2OAJbcr80FFjUcywTp2vsLDXoYQPSOlcsxDUFCnbJ0HvdEB1I9q/2tlYKlSutsjGxA1pKsSucCx6OjQEGwbQn4jbDJhNPowLAMmcfMU2Apg+acQida9jor6Y9ixYoVK1as2I3YrSIVc5R++jQHXdJ+B3LBMpo1RaFmQAMIgQ8SkecKAlE14CYKaDGcCIDE5meKLKwgT/vsk6+JiMjJZ5p6mJ9olL5EO+/1kg149JJ1iKCvdDdWYnV5qVH9FOgJW30PUbo6gld9CYTkgo2A8Hp2ciaXzxW9mCON0c9REkRZbiAWPQlMeJ8QGMueFnNECPA0D1CKNWR0byVdQIbgTl+da9rk7IWe3OlTXbK8jGI0eyP1ymuWR1HwqkrnV0XKnTviGBsb4Toy/dPQGUYUM7ZmP4xWcK9YxEZiEqISB//SeG12keWILmxK1BppjveOK33uXJrDd5yy29vGkEcjxe6WeXLkljm1s94i7hw+fl1Dps1t0q7zaHLnveabQtnLHKmrkYYlyXoP6Vk2cyTCesA2BRT582RKS8PofoejgaUfKCleN3kKx8SvuKz4nGGMFMNypdwkZtZIzYzH42xJifJ1myOBJCLWbumvFcUEDw8PpAXCwNQIRb+ItrOktyVqTmQViCxTYCQ/EnmwlBnbE7j0ljVFc63WuX8jV5qkuUuPsJ98aA1xEBMf4z7yMtSE6DA9QjQEqZYd5cq7rCAVxYoVK1asWLEbsdvlVECMI1lOljPPHu9SO4ZiTS1CgIU1+wKKgGh4NpvJdF9z88OxRtHRymGQ44dnztzWkoIpaNs9O9XSxfWleugR7XoD+BwkGtKBfAlhquZCtxsinzg5hPALllNwC8bI1UV4qivwJVYYx/JiJkuQQwXoSGOQDRaQBO9IroDXvMS5LpDDvLpQ1ITy2kfnWuYUKc9NfgNQFiIa65lufwFiJktH2VaZ5CTpcoIa+Sn1cCBXiHCqhqiI1b7p+9ZLmI3DdN9D5orx3V6+AIEWvI4rlI9FNCBr4XXXuFko8EJLUaUXXtvldSeyEiPKYGgXI6w8f23ntkVMc4d0jfOK3S2zW9jllpMsu0cPHBIb8mfBBIs2xa+M+5Pzdaz0kPlxInUWFm6TPfXzkC0ZR9Y2VEb/EMDb0+PuLZV/lWS5I9bLyfaMYoky101l/CkiFWPwNMaYezkScisax23wbb2JCCYui2TXhs8d55pBRXKpI/4TPeBzLDl6wPVGk5FMqgm2AUqOOXa1JkcCv0Em/uVQFfxQGPIZ/feTc2PsHiCKSdK3tTYnCRjXjIi5a33Oa9S10YTR+LvLc2k5bzcU72MpKb5jfB9DIkuG/uYclV1WkIpixYoVK1as2I3YLTcU2+HhWKkVPFMyYBFBR8pyG4sVnj+85BWqEmYSrEU5SxqsiRY9Ooom4X1yI9YLIhOoLkBr4MTCbrIxMVahRHiL6o12rWNpl2gDPkOEPSY3APvB8dYYb4AnHFet9PCCB0mMWj9jIEx+AKN+evgskVogkga/5BNIlb94CnGqisxtoATwQK1cjWMDesJrY14xpGVnQA1OXioHY0B0KARrW0+jRx+stJNjh9eM1xO2UIZ3vbxSBGkO8SuKkFUYC6OSIXKJ5kX7dtTWXtpxKhzvIUMq7E146lZIlCMO0RAKcoIkG4sLWC0PXeyOmbHp+TxeX7aZVg+vXPoIuaqqVJXhmthROjkgz20lhJ4i5Ig8Nt8ZGpC3Fyf0WuO56zHnjNiW3KEyzOXbY8YGjKy6CkmsiiJXwxFloQfZOTHqri2qV0tt1XldWfKJY8b8+vVbZbRyrUXHeUliTtXmSz1PXDfO18ZHsDGQT2WlP9nnnKODK5tNY/ZjxW+alaXjt7AlGpOjBVZJxt8NVOGQ73U1n8scaO8K1TDkdCVuSd6ujJwVlt4Go3Pk89hWX3dnBakoVqxYsWLFit2I3SpSweYp3jx7vqqgQQBPiRFiDa8RGX1Zmp4FvMDVWuarc+wrrw6gd0uGsLUWBrchwuMb1Ln4SBXIlIVnuM5lomt4iMw71XgZ1mD6o1KF3uIa57pCRUePxj4D5sS6aByJ4Bq90KtlJQSj+wAvtmI+rmW+T/d9AY6FtXHvMZZumZ8LHNCGQjg8bksvGd40K2gwzgUQiw6ft32UbX/VIUUOqaAXPcY5B0RmHSpSIpAgklka5iRxB0dP19mQudIFQ4j+2s9NKyCpaW1EYznnR4ytTio9D8H7GKvlQUyq/uh3hFLFvqnNODQ7ImSPQGxVIDmmP8226xOPx7YJ+bZb+Wyfo/fCUQ6ptXvXbZeCTwol4WXMx2rRrUMNWJUVJNp97pv5JX5Afg5p/neQnq/QcqslcaZcd4FztfEa3H790+f1RCTGdL1szDgSEQz+TthO8nNOaEp+7tZ80Ko7wJ0hOg8O38vQwbEAACAASURBVGrJ1vSQCTfAiN8zGo256hRyPubzuSyWnOf1t2bghM2s4iTmwmdsOreErhFbToyGFM0qSEWxYsWKFStW7BbsVpEKSp5uefJW/4/oFAgF28vS9bEWrazk4I43+BMrQyK46zzpOKS2gx0b3lqA5gXzR6xlhqdObgVZt/RcB2AJN2xhC8lrvmbkYOqLlITFfioqTRq7OkhFmVtzCF2OkV4zc4GMpC33qK9HVJLjdiv1eg1dISeATYHIsjbeA7xy3xqX0Q1RHiIkViQRki6Ez79ZhQ+/F+YmUY1D1UFz8XNkwpAjFylZu17z6PP6+e0mdjmTOUVV1srHrgOrPaLV0ZOZT1gK77vqj+BiIo6l6FTcTWOufzuHn7Pmabtz/m79zSnKIls+THrTjDCvMKrmJtGjJ3xGPS+Bh7BonhwxrG+3JNHf66PRPsmK5rahGpuORf0gHGPNuQ8csDqfN5KMOeZeVieYCmW+Xqqc8OgOkNcmr8DgtWkNNUiopIhIE9LczukgoYrchmPMNR44r7d4TV2PNbWFuvwcOAdYVcmSDRahh4GWDAu8zwaM7brNtufw5uC9XYBHt1wubE6030/cbw11K4i2sKoDJ01V1fvHWi3IVvN7U9VcGjSvxiIKUlGsWLFixYoVuxG7XU6FeUa595xy0XnOR1yO2mqyrTEZPFD7oJLGonfughEoiRmMKhl1MheV5xZTVg/bMSXpzilakxbUD4P3QdawWHSqS3qyQhZ3HtxK2DymufDMfRFZ4JDyC2MIA+uxsc/GFEsjXtfXnqvpJ/Q5p6Ih2mLNa3j2+XHiZp+VnlFEna3jVSaDsJ19nsPs8b3UNaOHNEqR1IrZvl+iLZW/tzCimOdAk1pmzmxmhBaq2qpieOTWNSkL1lI4R8MMZZH8/rW3C1JxJ823ofbIw673PTLhFR0rqz7YgCqchgK5YPb88L6lPktktUYeMROFtMnTtst7WSSaz/V8D9uO70v+3GTIhedz8H5nPwtrgoa+JZyaTfkxb8xGzpL1TnFVDBa1O66SoTo2HlzTLVQTwwvp+2X0ziEQ+WGTspVDEMhpoJYPtSFWK/6+OEVOcijanEOxxnKFpo1LIhj4/ls7Dscq+X4wnsVqafOSaZoYgpMjFfzChkDDiDxPJ8vsXBJ3KEfkvBWkolixYsWKFSt2I3arSIV1oYMljgC9aeaqHRvXdXmMCbIQkcQtEKmsrSvNIlTnidNbjtA3YPSdnFdXFWBLvq/GapCh5anIvWAUgpw/K1tYt1zn55CBMty5Y4nzeqXa8dwTt3OzvGvOV6DqHZnaVU2FO0ZayKd2VNGj0maO/hDpSJBFHrmLVBKpQOpQJfOW8wDIujEyN5nah+fdEZO37Djcjq1tKIxRJfLjb+xR36/y11W1iUDoWAa8Z6g8Z1v0G1umyhaPtNE6ebWnX+yb06JTevR8hqQZkN8PFrmTQ4C+G3Z7cFqsronxLEcPpIKAQ5Xf4EnPgho/RC4kWy/1scl1FOx9Hvd6KtQ1H3CReA4JyWMlHU7FPbJe9yU9QJivdjzjqdtmft3JN2A0Tz5E5yoklqiKMI6MoRIV1ltL11F3gxMIri+RCIcgcF88JhEKQyywJPchIRYYG35HOugktbY9eYaYk61aJOd4eLRsuVqmy+mQCr6u0nQtIiLjFt1igQC11GzqiCbjt61+tdtQkIpixYoVK1as2I3YrSIVW0GiOdsMV9mpjd42c9rMk8PDNxa2hfT6f6iN1Zyi+BxZYORL55i7oDIjvWPTsvdIQnA5Ry6d2qf1i7CcP47rKgOIZFjovrlvxyNg0EH2Ll19noPVjFuKHzlHIg1UsmNOrbEwQ/cDZKJdenY00IUqj3bEIUbGLA+NKWrWRGZcz4LamN45wtM7nfkuOuQiXh8lMqds4ZAPqF7DWLb1uNxYPbqIKWnl5wcx9ITVTA5V4ZgHo+v1Wop9c1vXXl/9QaiwRT7bPsd2SYeiz5bitu83FDUZGRM9ZDdMzwHi+p1DMa0qwZ4HzrGsiCAXbJAtTUbR0AbHpXAqsUlQMj0Lldu3fbLFecB1o6JjlVes8Nx53Rk5E83kFWYfjsQ/IM+BGkHkJyhKQO0HQ5acTkaUaM9s5ZQ0iRxxTPadGtiC78NVfRCZmOHYfN25bqTcjp2niUhY/w1DfXK0yyMV3bpLyr1bPy35PMVzbXHdyFm52lcF5jk6ee/vAblAV9hdVpCKYsWKFStWrNiN2K0iFa3knrl1iXNeYGt6CPTGckY/vbOkN48KgRjEAlIXBWyblQ/oggkmMpO9h76BdWyOubfyAl2smZ+jk+jqx7kkSJAqpRObI0UrPG9yIZgPJVJBz5qr56+38q15EGIeqXm5OMeWkTWRB+ZGXSfErV4G2G8nvZVnWJdFVmWw6sZvQ8AGF8ZXmvR9fk0sIesRIa+XR50RkWvft++f1y6k79fOj2gJo0P0gfHRm2fuJ2Z8v2P9YnfJmE/3PSacpIqhBF4ds7fKJr5TZe9XVepSajoV/p5yFUVWAWd6E1zmY0vwJe9FKDKuWdWQ79dPm2FrP379xIvgORhSYdfHIzzkneWnRP7AepWrSq6BOBi/wPgLrMhABQUibuMrgJ+wdJUavSv/IM8tSEz8g5rzEE+Up497wBNF/PdBpKInryNHKLgeEY0tpKIlAsvD5jcdry01OTa1oEyrhEN23C+PqBJ94XVeLJbZktf5dVaQimLFihUrVqzYjditIhVLR4eOxl9wyIXpp+c684mZjAiyGWL7xDbubC3nL21xKxh95zXT5rsaEsGXLq/OMUL9sjctiNyCC6S5vy56PgKHGVP07XJelpu365efK5EEjwBZWg6viQSxV0hSeoQXjb32W/wHr8vAqCfvMigiQoKwj3BYdZOqYfJaaevOyO8cY+gsUMB1tq+Dqnt53truEV/9wxw0X2JZJbjMziE6hv0GVqZH9vdncOFhkHxplSXFl7+L5vPW1s/BdGPyHL2PhH1HyoRKOJ7CxrFo1vtji85EtEOyMfUOLbG5Ac98HVAhweNxyefIcZjSrZ1znnoXOceNbYgcWDUGuXCcd7Cp6U/wWTdNCGo95JoQndsfKzDWruLCdwQ1/oLrElxZT4ykqMnvIr3nIByrAIr55yE/h4QcES3OOS+dQ5jI87BrxEH630CO3d7PeSh939vfnNP8nGq9iNy2RHrmc+3ptIISc9cVpKJYsWLFihUrdot2q0jF+ZBKjox41XqvRcA/qjxCNC6AsKKA4XDyItlRc9tyZcze9M7Jfma7yzzE9qXSPupk35Gt0hbmX/HSohYLCfIcXbTumUlP04LnkEcfFo1I/nnIg4ZUtcB6ZBsrFy4vimvQ0bNFRcZ4NMnGapryPLxzp/s+ymiQ31qmHGqaF9e73tarJX3ZONdcEXBjCx2aY4xbNMhXfR5J+K+12vorJqTCDEiDV2316oIe1XJ72dWtt9g3uzFKv76vBs3fNX3M9V6MwU8I0RCvsKH6mNQdRRI/IKRVs6Nxn16nIjrUjJVbnEPZyZIogH+ebBzkQ0g+rm00JqYKBOMJ5MhDx/5MGwizSFLJTYrARBhYGYE51aEES3SAXrr+GIZics63nj3570ltXDX2v97gibkOnvaL5FVxHcclXY/8+lFvpDVFU6yH3Zl0hwv3E2hKlOF6rljf49qGpbCSx3R1dim6OqSMnaOpNr0GUrFazfV1u5RXWUEqihUrVqxYsWI3YsHn7ooVK1asWLFixb4eK0hFsWLFihUrVuxGrDgVxYoVK1asWLEbseJU3CELIXwxhBAD1L5CCD8bQvjBr2M/H4QQLsPretgWK1as2A1Zmb++Naw4FTdsIYSvhBDmuOmfhBD+kxDC/jfiWDHGfzLG+NNvOKbfs7HdV2OM+9EaZnxjLITwVgjhL4UQvhZCOAsh/HwI4R9x6zwKIfzFEMJpCOEkhPCffyPHVKxYsd1W5q+dY/hdcIh+fMfnf3PTYfpWtuJUfGPs+2OM+yLyO0XkHxaRH/UrBLXf7Nd/X0T+joh8j4jcF5GfFpH/zk1S/5WIfCYiH4rIWyLyZ257kMWKFcuszF8bFkIYiMh/ICL/247P/3m5ZXmGb2b7lrgpPi+LMX4iIj8rIr9dRCSE8LdCCH8qhPDzIjITkW8PIRyFEP58COHTEMInIYQfJ6wXQqhDCH8mhPA8hPCrIvL7NveP/f3QxusfDiH8vyGEixDC3w8h/M4Qwn8mIh+IyF9D9PHHroEh3w0h/EwI4WUI4ZdDCD+8sc8fCyH81RDCf4r9/r0Qwve+4fn/aozx34sxfhpj7GKMf1ZEhiLyW7Hv7xORL4jIvxFjPIsxrmOM/+fXebmLFSt2g/atPn9t2L8uIn9dRP4//0EI4UhE/oSI/LFf5z5/01pxKr6BFkL4goj8XhHZ/KH8wyLyL4vIgYj8mmj03orId4jIPyQi3ycifNB+WET+Kbz/vSLyB15xrD8oIj8mIj8gIoci8vtF5EWM8Q+LyFcF0UeM8d+5ZvO/JCIfi8i7OMafDiH87o3Pf7+I/GURuSciPyMi/+HGcX8yhPCTr7kUXPd3iDoVv4y3/lER+QUR+ekQwosQwt8JIfyuN9lXsWLFvrFW5i+REMKHIvIvisif3LHKnxaR/0gUbS0moqpk5d/N/RORr4jIpYicij50PykiE3z2t0TkT26s+1hElvwc7/0hEfmf8PffFJF/deOz7xMV8Gs29vdD+Pt/EJE/+oox/Z6N11/kfkSRgk5EDjY+/wkR+Qv4+8dE5Oc2PvttIjL/Oq7LoYj8XRH5Nzfe+7MYx78kIgMR+edw3R5+3t9j+Vf+fSv+K/PX1rH/WxH5Z/H3XxCRH9/47HtF5P/COGxMn/d3+Hn/K3mgb4z9MzHGn9vx2Ucbf38o+mP6aUjyrtXGOu+69X/tFcf8goj8yq9/qPKuiLyMMV6442xChJte+ExExiGEJsbYyhtYCGEiIn9NRP7XGONPbHw0F5GvxBj/PF7/5RDCvyUi/7jow1ysWLHbtzJ/iUgI4ftFnZW/cs1nlajD9UdjjG3wbRq+ha04FbdvmxKmH4l6+g933OCfij5stA9esd+PRORLb3BMb18TkfshhIONB/MDEfnkFdu8sYUQRiLy32B//4r7+P8Rke+/ieMUK1bsVuxbaf763SLyvSEEOiVHItKFEL5bRH5Q1HH5K3AoWN76cQjhD8YY//YNHP9OWuFUfI4WY/xUlAD074YQDkMIVQjhSxu8gr8qIn8khPB+COFYRP74K3b3H4vIj4QQvgfM7O9APlBE5ImIfPuOMXwkIv+LiPxECGEcQvgHRdMRv+HSTrCm/0tRROIHYnQ9h0X+axE5DiH8IEhdf0BE3hORn/+NHrtYsWLfWPvNPn+JyL8tIt8pIr8D/35GRP6ciPwLInImipLws9+Lbb5HdlSJfKtYcSo+f/sBUfLi3xeRE9Ef4Xfw2Z8TzTX+3yLyf4iWX15rMcb/QkT+lIj8RRG5EEUH7uPjnxCRHw2qBfEj12z+h0Rzgl8T/aH/EzHG//FNBh9C+KkQwk/t+PgfEyVqfZ+InIK9fRlC+Ccw5peiJKofEX1I/7iI/NMxxudvcuxixYp97vabdv6KMV7EGD/jP9Hg6CrG+DKqbX72DJs9iTGurtvft4qVhmLFihUrVqxYsRuxglQUK1asWLFixW7EilNRrFixYsWKFbsRK05FsWLFihUrVuxGrDgVxYoVK1asWLEbseJUFCtWrFixYsVuxG5V/OqHfvhfiyIiVB+zJnd43Ud9bQUpncoa9K12uO26Dp9H2dzPcKCn0TS1DAY1/tb36qbKtokC5bOKCmh59cuqUw2X1VqXbatj6OyY9MN0Wde4hNiuqvT9ELlWxOG4PZbCU8dflE7ZeK8ZDLJz4etBrSsHLrE3uy7cD//CWHj91uu1iIj0OLe+xxgr3V/vrkkv+XXnssN6bc/94pqt19Jin7wOIdbZthxU4PWRHueun1ZOoW6Ic9/b2+OgNk/N/tr6nrm/usrW79y59L3usMI4+z7aefW4D7tez6+3ewH7rnLfvIMcB69/7b4HbvdTP/XvFxm+O2R//b//Wd6sIpK+R94PQ849eI44xXz60cciIvI3fu5viIjI3/6f/3cREVnx+cP+276TZjDEzjGP8L7FzrisGn0eetx7o4MDERF56/33RESkxvOybLW6sW64X13YU2jPS34uTZXPm2buuYxuGaRJxwh4DtwuIud/e2b1/brG+zG4ffNhd48LdtxLvj6vqKniBH6ub4wwZ3OeTXOArt51ndgjjXnMfk/wWzMZjUVE5K0HxyIiMh2ORETk8uSliIicPn8hIiIVfheGPGcMcoBTGTS4V9zvUcffk1Bvvm1zeMDJLZdXulzNdZw1xlt3Mt3Te+Dx4wciIvKlb1ftsW//0hfw+kOcg37erxYiInJxfiYiIuenuvz0009FROTjj3T55JlWz/6RH/3pa+evglQUK1asWLFixW7EbhWpiPC6zEOETxP4fpUjFTEiQoYHW9EjhUeZ3KQa/zfSBHp+ui/z9IgE0GOs6aUSJUEQgsig4tgQpYc+DzPpTXsEg95uhdW5GSPx2lAajKdiVMvwJ0oD77UmEkEvFosOf/AYwaKNmK1nHqNdT74RsrHyfUbr3JLfB6OWFKHp9queyATOAeOVLtpOeX0NnSLKARSgsp0SdSFqwmiG0b7eqlXHs8qd5M7CofwcEoLBe45hVH7N0tbB9tL3vDf4XVebu5TeIp38ukho8vU4IovgCkBxFy1alMjngfcHEKzeRczRQl/drsW93WOO4fq81/tKQtR7h/dI3/EeI9KGe7HX56UlooHnY47tK9EodYXPGyAbPFZn6GafjTm458qeC8wNnJP4/CXwgPd+2p7PFuc2jx6mz9Vqe2TTMygbf9m876L6aM9sn63P74lj5Nyz5G+DQ2P4/Xb1hvAvkRtcPyLTayA/UyJAeP8SPzRXnPhXem+MMZYa816Lc205xw7c7wJOtsLvlP0mCFEVICCNLqdjXW9/X8f59uN78v77j0RE5IMPVYvsi198W0REHj9+qPvEuV2d/KqIiMzPzkVE5OOPFVn76Ktf1SUQiufPFYVZrl7d8qkgFcWKFStWrFixG7HbbSjmOBSW6+Lb5CPAy4PTbfl1y8V1LqGOKDXWUUJDzw45sCFy+TwkgQt83jvEIZJvYF4wo438kJGeqCESORzQ0bM3p9ehCfTSayIdiNyrSvrAXD4inCqPHhgRVxalMLfIPed8AW+eG5G4GObS8yTxMkcZeHyiLhHfhyFLkpAKRmm88ORvkCfDcxBDZZiPzhGOitF/xRxjno/1KEzw/nLvrr+hPHZRsBrPJW6gF/HaZYrqiG7l93VwEZJHV4rdLYv5rWP3VG+3ev7M89vuO6zHR8FQAj5XQDmlly7m69g0ww94XzfkKOEYRNVsqet1/nng8xM473XuHHlv1/n7BCFDfs8bH26Th+We3SgOXQxu/uaz53bt98P5cMtSeI/dGZkiO6cYHF/EIRWdIR7pOLYtrlvEPEWEYY35a03kAdu15AOu1jhlzJmOl0XEogbsXOP3a4jjdDXWbzl2zptLERE5PNTt33lbuR3f9m2KRnz3d3+nvPeOIhL7B2Nso2NqVzMREfnyL31ZRER+5Rd+WUREFufKz3jyRDkTy6Ue++z0Uj+/1NeLxatVyAtSUaxYsWLFihW7EbtlpEIXhhowl2hIRUauFp8X780ZzvPi5CVIFY1/QXotuRNkUddkaA+JVOjqNdGPitUeLQ6B9eCDMhrZ8o790ofQFhkz8s7zrzz3GLuN9/Ion14s85pWdcAlQqEOVRiV99Qtf5rnIs22gArsj6/BVuf3te5zRIXoQ2xbi6wSopOjJsFFE6lahpEVEYscyYj2eY4GVP6cojt34Tnl35v/XjieLop08OzJ18gxpm3jLsgHsYjJ4JB87MXuls1XGh2yCiukm09EEu+At5hxBZBvHw3H+ABzAO6T1qoXqvSY2C3jUV08B1YJp6/nM2Xur+Y6xiFy/amqgJwvjNFKLhw3wh0voZcYlnE7Yr76xj0d3dyWlm5+d8e0ecl2hWMYn00y81UiaS5xVYT2M3L9c5wAEyNHWZVFjbm1j322tlVh5KdgXIee1Rv4vGsVsZC1RvkoSpSu09dt1M8HA/xOjfUeW/dYv9bjTY/0Hnr/fUUmvvhtj0VE5Du/830REfkAvInje/v2nSyvlCvx9NOnIiLy8Ve1K/yXf+krIiJy9uIcY9IKltgNcUyttBuj0uXy8lTH1F3Jq6wgFcWKFStWrFixG7Fbrv7YZgiLbFRqkDTPKDc6D7Vynqnlu/CyFvO8LeXXsN4b0QFek1PBCJdFBaGj/gRyWgALakYIxhTW9zsyuPs++5wEh1Rh4bx0y6caFRoHCkkXAZF/DS/VogwsGTFVjOIxpn7NzF5+vU1vgmPw9d1WE00CCfJ+Ldnt+TlSj8G88zYhJZ1DKvqYk1IqVwnkLot9176KJ4Y8UqKWiUVHwUKq/Bwd49znx11xj8QYUyRkX+n1vIyOlT0uqvNI21adfbE7ZR00H6g1Q80CK/IgP4u0Bd7rFeccII5EFp1mTZTeJkE+LyFQU4Hr8DnKp+4WY1tjOYyMlMmNyJ9dq5Ogngzn0LywJc0JVsFBI+fDIZAhbCECEhx/isd269W8Hk5fIm2Qv4zuubK1HYrM76E3/ZicA0XOx/b8mPbl+WepUk63aYAMEYGgXlKFm4FVHw3RmlaRpckQ15F6IrxWmNf2pvo9v/32PRER+Y5vUx2S7/quD0VE5AMgFffuT3BcHcBqdiJPP30uIiJf++oTERH5tS9/TV9/8gIXBPpHtSIR7Rr3L/g47VrHcnWpy8USn7evdhsKUlGsWLFixYoVuxG7VaSicoxhcyixrFnN0NCTVA9ptdQ8YfIOc9uM4Jnrojpn6xjD5FZYlI3PTUHT1BOxgXnBrHTQt9cr/WO5VA9zBZYvjy9dzhUITmFyQKSEqnP4YDKdyHjCnBZzsZrrYkXLgMqaWDKsIMehQkRkaAnZ5zj2usvfZ2TBKKc35c0lznWVnVuLfCGZ470LKK4rOqkiK1XAC8G5bKFQBgIw96uvW7uOTF5yPSzJ77DqjRw1YL33VvRjwQ7RF74dUx41+ognj7BMfK8n5yRXVRW3XrG7aYbQ4f7nLWb3A9G1mPOBPK8nJeLJcdq8J8krIN/MIXm88e32JgLKCol1tkwEKYfkGfLBMXgNFm7O6J6jb9y5eJRg61Q26Es5MmPaNZ6lZPyEPluP5vC/rUfa7z8B3jwez5Wfu6qSGLcUfdN3iAoKzoF9jtay+rBCVV/d6OcDfB9EkGrROfXD91TNcjyciojIdI/3jCIZHwKZoArme++8JSIiRwcTDEz3++Ljj0RE5DmUPJ8+fSZf+0iRipcvtXpjtcA9AoRiPAZC0enrqws95hLcoRX0KFYLPcZ8rsv1LlIZrMxzxYoVK1asWLEbsVtFKsyDzNPd6XWfu7bkKTCnbyiAy5fTq+w3HM7kxTJUhZcK/gGjfCrOmY7BEkgFwvn1MkcyiEi0QCrWtmT0jv20OdeCPAeqYDaoP6ZWO3Xvh/VAInK1QiCiYvVHrllv9dvuXJnDNVyHSnFC9EZwDjoG9gJZgZlMZGKFpV1/7LExbou+XnVJY0NEc8b2d52PlfwPoinGrSDnxZbkUlDd0zHETZ4yr2ixCCxJmWLsRBvoreeRR+fglQx94XdKtMlHRj6q4Y3oKkoceFLsjtkazwGrCypyjPA5dQ/IQmAlGvkRVn3lqhss2q+iONHWjYoIdy9tVVPpks/sCJExKRFET2x7KmvyOfEom6lX5mPdqPHI9pe966o/xPhkOarBpZP8sevke3MYUoj1bN5n355d/UqcrkzIL/vG7xJQ1KreqG7hdfLaQbpNZxo9+toq84i2gDvRrhQtGNf6vTx6oHP5d/1W1ZJ4921FKh48mGDE+j2+/4GqYR7f02oPgqcvn6uWxGcffyYiIp98pBUdH32i6pcX53OZXxGtUqR7MNzDGPWHZQ69iSUyAVdXmO/XOQxM1L8H36dtHbLjrCAVxYoVK1asWLEbsVtGKnIPkp5rRU/UiAxqpnuAKL+j2iU9X6rD1akyw6JJx9+oKkb51Dsg74DKZ6h0YB6JCMVynS8X7F7quBhANuj5Wz03eQjgXpCsQU+2xh9kCw+qRgYj9SSHE/2swfmNWHtune3ySgiL7iPVKXEhGZ1jrEvUTC+W6kUvFsihLZlLA1/Erjc7sArGg2uJ3dNbH2xohLA2fzBEp9WK2vmIhBAuMNqorSqHyAXOpc7Z770jKvigpDeEIkc2xLHeU909v6/83gt9NKXQpKGBYxhCRmQm79HCHC0jIxMIfE0ustg3t7FrrfEMXHdacsEIqLbWfVlfb339rmIpSnougnEnjHTEjfC2IyzwVSQnjF13OWZWNrDHDtd3HA4ehfe8pzs4kYnoUONsLHaa/jNEvoz6jSblzyXft+9ObXvj9dvBufPHTZ2TdVlb9Ucy66DqKr1sibmhxRy5XEJZEzoh85kiE+vzE13/SvtmyFh/B77tXeVGvPuObvfbf9t9ERF56y1FE6oJ53id/2anuv2zz1RT4qtfeYqlVnY8farvL+bUV5pIBHdiDULafK6dTFet6kyEgH4wqDBarnh9895TnO8C0P262v6uN60gFcWKFStWrFixG7Hb1amIeXSaPiA3IH+fWgdrLH2uR6iDzt30caMXBKNEeub0ZnVJxIHM1tWiy95f4v0O+ufkULSs8oD3161ZRZLXMadTYdF6g3NC3sry7kBhWqARg0bG02E2Zov6yalgZGy9P/KcIgsrUh8A6s3j3IGqzCyXplrwV5e6JNpiVTVVvv8B+5WYF+/qu+tKKuyjMUef6qD4Xlj9QkTCavmpybTC+QAAIABJREFUWZJzLIxn41XxoltybH2+gu9xQEvqovm9FWNMfA0XrVGPgtVKXBqUQzVQvKpijlgUu5uWOnTyGWclALuQ6udL8hN6VouQN5VXa/nKiU3kY4unY1Uakm1jUbqp7HIL8jg4t+ZVHvY+x0oEkfMV5hgigwllux6hIHocNvDo4HVv7FEmWuvQRIcypuuttu517q2cfowpCzsNmso+z+cQsXkR8xzGs7aKjs7GOgC/jdG5IczksMw16p91igLEhc6hs/MzERE5fapchzjTSozVRNHhyy8AURBFLEBnk6tzPd5wrZUZsdN75ld+UbkSv/QLiky8PNExn5yssR9UcvTUV4r2u9n1+XfPKbXFdTBZI2MDAXHrg9ue3J+iU1GsWLFixYoVuwW73d4fW4kpvLIeCeA7OOVIKmwSHSBvgpUFFgF0QYLViOccYyIWPfpXrKhAh6idVR2s5uhaVp7kehb0ak3DAApoUuVesjGLGcTCg6RqmWlHtP3m5rJerqXDGOiR18xx0UNk7j6F4+6YPGdGQq5ahAiQO/eU48xVRyl7wf4k/JwBQh24HpCS4UAacCnIkWis6oNciXyfdmoNq3R4jJxJHl2FUCr6YD19XhFjSpquq2naYc7Mt0hMYnrPbUO9FVNWxDEq4+/kmhyWDbfI7NXs6WLfnDYYDvFXjm4lpVnyGfTz5SKPFJM2C2+YXC+hCttdYZImSh5VG5+MlWF1zs3ia1ZsrXtWn+VzrFestXuXSIUQ6aNqLE7BeonkE14vwbhGNgezw7B/dqnRY2ebz9mG1LIjKDQZqkbnFlYD8nkkN8+6wZKvBYVIcgpY7dYaetNn+1utVjZPHR4ox2GAXhzk00SgGvOLCxERmexr1caEDzt4a2sgF3GlCMW81uVs8RJj1O1PXyiycfFSf5cGA93fsNaqj6/84sciIvL3/q6qYvZBORjLtd6TI2hOLFYJuo3BoU78yH6rOMeSk5hzgPjbZK/9b98OK0hFsWLFihUrVuxG7HaRisp5OFRZrPOucqxGmF2pV7deUOkRuxHvAad8ID3o2Oc1yxaF13kVyGKh3utyDtVIq8HV7YeIToZjqJB1I2yPSAD7X2G7BfYzBwuY6+3fP9BxrNUDvTpTtm5cg4GLxNbiaiGXyOMdHuzrMQ6BJEwQbTAqYG4MXnHHAAjnOIeXfHaiTOTTl3pMdqW7vNRzT8p1OHVE0tM99X73MA72OmiavA/KGl742JQ/q60+IYwGmDeuh6h2qYlkIHfJe8H18OA5j/F9WAQFFjYCMbtHUkdWXBN83z0hIVNOzZGopJAXDe5oHKeFeVZTRcXn1RYrOs/lpsqTWordPSO3yXp2mHACon7TQcA96zqEtn2OUHn+VYxxI1h3KKOhjfnnG216uZPsGFZR4TQfiJIMrSqOS441R1lMz0JYCZZXZ1mvng0uiO+zk3Qnci6J6cDg92CFOXSJY9VGWSIi2mTb8doQXV4uWGmXH3cBpMLmS3wfLdBK6pBEiTJCBd56xDlX98UeHVy2mE8O0HNjKNSzYLdSor8xO5fJBGrJ2H+osL+lztkNO4yuwNHAb2EP9cvWeA+o8CCnTzZ+G6jo6iglG2WB+n+V//6airRVUuJ+ZkXja6psClJRrFixYsWKFbsRu1WkwjpV0gu39n4eVcjZvVs10OYxYT2u3wdjLzOqaOiJU5bCR/frvMMmc4n0VMdDeJRj9OMYsAIj9/zJAJ/Pqf0A5MFpQFDVktEunGtp1/SSQyIp83r48gNGNhb5kGuC/CnObQnPfDHD8gp1ylDd65FbpDUDciJ0bNM9PefpNGete15Cg2tj+dyqssoT82pNrY75T5yKVUZw6fvD5OdugRp2S95JZ7XmZKuHbANDLLBMvnbO2dgEG8yxj7nHHtwaVuXhBhnTHq49l2J3y7a4RKxSGPBzV82B6HEe8Oz37n7Ib3V9RHyHTb9Pu5dyfoZvdpwQCla/OU0NPnesJGO0z+eJ+jrkXTHixjlQkXg08noyYQP5zM9hS9PC5gjdx+UFKilmMzsLkYRe7u2p6uQAnArytHpU4BEdvjhXZLZd5ArMQ8xrHWBNVnusyLHo2RW6lhqoOvtfUG+oQ5lGxzkUvT0WE2gL4Xem4+8LlE0bcO9GoOUcHuD6DcjLwhi6BbYDR+JKrwlRZQx5o0dRwHb4DTAdpt6+U69waurBrK7h/EZ03yiOuL9jvl1dvRqLuF2ngt8xSxTxVNHZ4A+73ZTWHpwnT2iae8SPbp9+SBJUTWlSEGxwZXjjRFc2yRueF5A/+my6Mp1yf17wSLBf3XAy0fUo732FH/ILEHqWQW/GiPWumG4xuD49lB3huNQ/fXNVk7xOpEVAluj40mIMazg2Szg8azg4djNhcuRDt3+gD+/evi4nOHde9pU9MPhR5U1obeE7Y/f0fFB5f/f5d+pJjCbT7ZwPOoOeCEtL0uW5aJCnvvVyPQRtEx/HF9K+EtKMMVlJaS7Jm4iyfLD9GOXa94vdDWMAUiPgoPEH1iSa+Sy3Dp7v8nvTC1qJ9BupEK6a37/eoU3vVNlL3zRLthxivMs0hxEQKeoEATxK9vOZx3I80bnBytjt5k8EZzZATEEI52m+5rPGtAd+5NG4irvs0NJgMsbcih/2uh7hzJg+4fzI1E2bXYvk7OSlrikLRQJ2kCGEBplWXVJKAMcOljpByoXSA0OmYhCscgeYJOEPyWTM8nx9fx+p5gOkRSbDRyIi8smCQSpKRy2gxu9QjXFi3qIwYh87Kwfm+fVV+o50Gz+ZuhSbXc/cSYyvmcFK+qNYsWLFihUrdiP2uaQ/GNmSWGgljm3MXlMMi0QS6XLPiyWmrYXKlZVdDgYgWA5IotNVKniQA3irDYlJNkgS/1hiinKmgY6lQVRCwiERjRGi0zFSAYxSxiN46z09XKA0gLco6wrsQKoQLbpni2Wmathut6EXTcSCHja9Z0QXTHvMLhROZDqEn7MxEuHFMSIwoi18XVOIit8XyUCUJocXzwhdYthoCpQTMykUxfIverUkJjUGMRPJwLHgHa8Jw7oIzARxSNQVyT5niGZkI44LyBaveSYKZOiHg5AZ6VjYl0dcwaMkIT+HglXcTSPKWUHkqkHZoRF2WcJYUYBInws+X4b1bdc1CzZMiEHInzm7ja3kM7+PWexpUaULQo2fibUNLTAcHTA68rFrtiVgqX3L5oNAa9AYqx1yTtp4Jvjse2TC4SQ2j7MNwyoXt+L1tbJz25ypGJa5IiUDlHM8ZCqCP29AYjFXm8YWvzf8ZlAgr2lqGTCdg3WZBuFYB/abBGRiySqCHD1m6SmHPgGScbDH9Ie+vzfmmCc4ByX2f9TpL8NiTkSdc39OwqS8ABFgnXuYGnMQKdNS1pQRS8L0RivAKVX5fvi7scsKUlGsWLFixYoVuxG7ZU4FPCQ6ta4NdWucCrxvBBO3dLkeizIlNbIasfyP3qiQUwHPe0myIoWmdEwpMgBaghwa28iulvr+CPm96VQ9y8EI5ZT0juE1j4BUTMDQaZEbq0DYubBynhShMFppWS5pXBIiOThfRkAWhVCGFeWZllfNc41EARosB+BSsLxzRMKl5d7YRpnojp7bHNfm/OQU+2PEZkW/CdmJo+y8G+RDPVGTSEZjUuS4F8gXYSmokSRzEpJFdDF7ucFnYASYCE26/xxdCFJZ7jChItiHI5ylZnXcd+7ZbwmibTVYKnYXbIFSRXKa+o6sPH1jhHJnNgTsa31Oyesih6xlvt04OBsS2Y4ATs6CF9Dq+b5xgnRfXtqaz0dnDwhy7j1RFiKCHBvmnkU+T/J5IwJLQcLK3fP1oE7PmrUFJxmRZGpdgeT1K5AQFyiBt/JyXIvxhE0JcU5GAeA8SalqlsJjzhGWoObXn8RMI2xKfq3rqk6Ci5GE1Zwn0wEdJ/q4BG+tBceBQX9D0TBciz1IE+yBOzHADw9LVGs2jcQcfnaGktIZEJIByvuHulxSTgFkDUNDY20Ig/3O4vrwOzY+TE2kJufm8TfM0dQSwrHDClJRrFixYsWKFbsRu1WkorJ243k+iNwARuJk4O9KQfKleZbwtIZNI5OJchWY42Pui9E+2cxLeMksy6zMS8ulr+kWWxt2DHaIaJ4iJ2z8knoFM8oF6xeowhCRRluxeQ1ybjzl2Bt3IgbHzHb8gCRvnkcZC2u/q8xhtm2n7Crzgs2InmrIlikUg5fNHBrHYblMtYFxKaJtR1SD6Afzm8xVNr5tePCoinOPzXl2wi3W9AtjMtnhnFuR+PXw1snbYQWH21+IMd2PtYV5zvJSaKtWkjxa5JD7glTcaWOEy++bTQDXxrjPK8qI8M0gsLdYQWzOlRb3iW6/wbLI95WiyHxMllPnM2kicqxOI6LheT5YUBSOkbmr/ujWRIHJEVOEcYTo355jy7fHLdjQ0EReF0hJJ7SYynV49uqcQ2FXh4g2vwcnOsbqtYZzAJFTSU22REQim0C6knyT+G876fi7wT72Xf6Mk5vVt3ljyvUwJ7EMcBITILR7mHMPxpwPyQnLl2xceXkBcUZU9JGf06WyOV2f185QryoJQWLVKnVYw7rkgpH/RrgLG1ihXD6L9juaM9IKUlGsWLFixYoVuxG7XZluNrMxOVvW3FKrQRfWppzeodOUsBwPPC2iEcO6lqEhFMjx8dCBeTN9TSSjZbMaeL8WnbKdOJw37o+CK6xNb6ypWc5YplfsNSdY523eNiNjeJF11RgPgRUsVglh0rjIkzq5VCIcZGqTo2LS4xbtw6OPvFao8jBRmjwcovdsDmqb81Aoz22J2z5Jeo+QIySaYY3FrEIiR3ZMFIu15jtCM2O3G18hj/4rpylhrc0pjmbAVNIH0VOnp7/hwVv9es7zSGMiYsF9iDOGXKXq4y4bG/Dx2V5DP6GiKjSev+Ugn4POLlQWf7ZU5DBavT+NrxNj394ziC2vRGKjMJO8Dpx/kNNn9YLjQXnryVFi1QeQXKKZ5Itw4iRSwSVlvpsN/pAhdziG8TrYsAvclDV0c1iN5hFT41WxRTcqLCKud6h0DqV+BZdD44Sx8o5zMb+/fGktBKidU4UN3p7k58Lr6mBzCnDx+pFPEsC9ALXOdCgOoUsxZMt519Z9NtP9nJ2p+BWKT2RMdS2iMJVrrkZRNAkmkFY5XQqrwHPIKYsoyQXrgzt5XqfXAK0FqShWrFixYsWK3YjdMlKRL6kpwACOee3eWMN5Dt+WplXAqJIRfYqqG6uEyGvE98ZardEdkHWrLWfJ7CYjmZ5qY3oU8ILB8CbTe4govQb7lpFEpEpol3u8LdjDlO9mbXbyNCurxhgiEcfXNeu2jfuQcy4oFU6EorV27ThXajmwfTJRFmNw02vW3bP2mgqdzNfRG2fObQREhWzhGNO+qarnWe0ckzEkXGvy3ljtVfbaU194D1DnImlE5NwK5gEZlVh0IuRU5F65VhLlmhlJtTM1gM7MyNM5PyM1cwqbL4vdMSNqxkZUfJ5MkpkaOFTjRcR8canRJltvp0ZiiekjIhKrPt1rObiY7ktUOlQBEaobIxUVqcEQ2ejLKW8SgFhBB2G9gvoukQpWfBENxn6nI0TYmO+GePZNbTH2JkeenhdyFYCKYM4jYsEWBWNUyFGGm88u9YhW61xem5V1I8COgZLh5InEHFnivGgVLS0bljm9kapK1R64wqy6ITduwMtJgSOMqWInCkPVya3Q9ycY88FUr+OI+h5d3jRzBd7J+aV+P73gmjT6+xUacgehW4Hfk8rUQtPcaZVErsIuIRU5V8+ENl0pnZeV32UFqShWrFixYsWK3Yh9LkiFabOL0153HlBw+hWmp858HzkGVFQLiXc/hAqkiSAiX7Y3nXLvIiIyZ5t1VEyQdesZruyz0QCxoOY6IwYmP6m8xsqL83ONUi7OLrDUZjeXbHrTUsVN9zPdm8rh0aGOFXm3ERQu2cyMzG4q/K0QZZCdbip4jieSzqXK9hNchUu7QmTNem4iG6zztrwrxm48icQ4D6YqiO/Kec1WleN6r7TG6Ka/2+Xb5zQS49/4fhyGJhAl6LhejliYpkSVPHxdBrsulVf5JHvazik7VBqbufbRvS5QxV00Q9Vcz4R2RYXHkC073C9LU6dcbW62VclRxbDRG4eoYV6RZVG/rwTDfV1h3iOqaNVrrike587FjA2s9P1lu8zXp25Mk889tjS1WaI4stGAL1fFrSIq39ibiE0UO1bUAf2g5gKuQcd5bUlVT309cGVVhsZgyrCKFqcxwd8PviYKwcq0qqqt6UfAsnbXwZAK/E4QGW1NAZjoes6fAXglE/SQIu+G02RkK/NWP7c2Tfidqaj7Q0QK30NHRNgawvUb3C9W0xDFzd5O2jyGaJDPk/N60rTlJmFnBakoVqxYsWLFit2I3S5SATOFyI3OnIK/sIa+MiVJx9alZgRrfLFVU1eWH6pNGz/nAwyhbsfom30u2IkzRrZCh4c6oEfIKJO1v/BMrXYa/TbmRCgUiUh9N6DMichgBhU58kfIQRgMG9nbg/47ORVsSY4l86ahzXkKW9UfVoEiuBa6NO6E04hYERFiPTn2Z9cd2xNdMcSCPUmoyDkcyYD5UVbJAGUZQm2wASfFOBZEKGpe3zyMYzSTtCHwPt713UgrpyxouhemW+IiQbefUKV9VE5TI+3UNsISaAmjBvd+QSjuth3taT8Gr51y0eUogvESEPWz0ou8rCSF47QF2mgaDWLdQ7tsHasWIx/t/2fv3WJ1ybbzoDGr/v9f133f3X26+1zaF2EnoAicICREBAIUKRASBASJB9sPxCDxgHiIIgSRMILYIuL2gKwAQWBbEBQSsBIFEy6SHwhCQgmgYMeJ7ePT98u+9b6stf5b1eRhft+YNUb9tdbu9jqr9zpnDGnvWlV/1axZVbNmzfHNb3yDURnHR1gvh7eK1FotnzMgqeyn2MZVS4OuMbSEqPtDLtk+FIR5jU+BwPKWzGezioCiTztBn/dCuSXgk2nCpbLfzaOC0BKlJMKz1ZxRZb898tfQCRzMUUfI9TJqpGXkHfgKq5PSF3dAlrg/M1Gz3qv1UpHlBaItDm+UZ3+IqJc17hezt26xfgjk4Y03XxcRkXtH5TtwmD8TEZGvf+1euWRwVpZQaL5361YpZ1Ou7bNPi0rxcgkUZwEuINsOvxvC3CuMSuF3JNXcWBqJgm+jy/pNSoUKNFOmSPVYOKOAvjoFUhEWFhYWFhZ2BXa1uT96i0BwwOMG7joKY16Oqmqmk2VlqdrmOL7r1fPnMep5zjhHiNEaFS4xEj2AvrwIsocCeeAIn3k2OJ26UUZyGXGuNEdIGZU/f1pGrifQbqfi2vIFeA6YVyT3Y4EsdbduHMqt41KH/T1qYpCty3lLRowwNppztlAN5fwoGd6cZ6s5Css1YT50owKa5JFQeZMa+UQqMF/YU510hfOWJdnT676TOe7/AlkMFz3mSeHR7B1wHprRGzwzUSw7p1uJ8pyvpfdfFpqnoyUPws45d07pVBS4YEQNERLOz1bUpGYnTeYcYh3WmsWvtfurgp2yq0Ov4joakbl9RkAwA/LNm9gDfQL0KDYb5h4uD54qvjXajXwfrsugfTtTrQEiFRblHVCBsN6b7apUy/6xp3Im+0ugvi01cspyH9Fy9ObPTkq/RvSSfQbRvJnMqkonTk4OxYaciDX7GepSlPu4QjQIuVlrRGkwYyr5bvWdZWZWRg3ifOwXwZ1YnTHjtFX0JB1Osu3XpK/8A30Sijby+VhvnVEhN24Wzt433nxDREQOkfPouC9Ix9tvlt8P5tTgKJUmKsM6nyDXR0dUAZoTRJezQz89UlvCP9DHTujjpOG+Unkx3Fu5MEpVyf7AnRZIRVhYWFhYWNil2NUiFWL1FDQTnKpOkp+A/VaM9qB3T/ShWKPz4+W4s+WZnJ2UOay2hZIZOBNzeP2bTL4BtPKh/UAeA+f86Z1TaY4RFGtqvW/K/OApkIkzjLI5X7c6RVTJ8zWWZX+iLdTLODyEwtqtMoJ94/W7cude8Xz2b7Du5IGAy4A5ySXuD7P8nS3tiFz5HpoBtVSBfBPOB27oUqi2Bu67eiHlZ/5B9dDDY4y6e6I75HRsFME5W4NLsZqZ+0feweERigZPpKWuB7UzOEfsYAEyyzmnXOsIr4UB5E4bgvvz/OTccAq6HzCeKyJhtS+YPbFR3k4yS83xQV0Rx6UIoOJ6GiPFFCFcUJsG89jkFGHenXAYMxnv7VF/ofzaaRQJSU9S0S8iCxohp6mdpe5c+1TmEBJF+LDak3fl+liimpoXiO8B8yhRRwF1x/pzqIMqUpEZAQbUpm8UfeTlrdBfKUdia/P0UL/lDDyPFmqRaxc1Q4SDlCVJpU5bIrLMco1+aEl0+IwaRNS5KPvPW3t+op3bvlP+QaPvOvsR9+67PpPckzfeeE1ERL5+97aIiBx15T6+9SbQrn18D6Rc8wpcF35Pnjx+jnLZ58xNPUS1JiyayjaVs4imA/fRGs1gn3LhKJK6UVZn5ItaIBVhYWFhYWFhl2JXi1Sox2wz7ynvgaNA7F/VEemVYvSY7e+5JoDQg0nUb0jEpyuqaAk02oFcUKN9jgDkpucoD6O3zo7uVhj1nhKReAHuBFUoMUpeYUmPmWpxh4jsuAEtils3itd/eLgve8hgR74Hoz6osjeDil2LomfMGNhSBc8yw5UvwPlaqlty6p93RkesOC+jQ3BvKqtbzDq9lmH2O6JRNHp39DrIMm81/r0sO+bm0MgLqwmQJ+Y0s2Pkq4KnenRYqqKnU7vUDH1si7neP1IjeKccQlERHN4YO1bXEb9Oy56f5S/s1TSv/3J6Rk5Aed6HVEnE+0lG/o0bBY4jGloz4bKN0uvdinqVqlCp0AVqYXUnvF6FRomQa6HRVTiO9DRywpY2QiyJ45BB34VASAeEY6OqveBdoU/PG5Ht3EJx7AN5TuV0sU64Vt5fvkbUrGHEg0YjoBR/a5Z8PkA4qMFxdrIy+22IUmd7PK+xnJbfHruTdjOu38guOzKf+dffLqjVEe7TnZtPRERkPivosj4vXOMK348Hj0r0B5qaJg9h+eKQk1Y1c4Csp6QXVLNbO7RXgVjHF+F3VoEOi2CIi5jzFkhFWFhYWFhY2KXY1epU6BwWmfpYYuSjI0duJ3LR2hG9utQ6JCKVv2MiVBHMZzdAHlqVQMMcFQ7Zy8yeiVEzRqjM0cFpdc4HMr57CRb0ErHPZ8x7j9+93vrREUasyqUo3swhok7IT2hnTfX8aap/QN4BIkaAYMznnGtkZkJcqSpCYlRLPgFH1U6RlFk5OafJjKsAETQKhfVpVLOjmHIq1mudI9xuOfyHR4T7yvs5m3EJNT1esiIKWFeZEGa65Vlt3H4dhoOBTm6MRwc0UyRH5Q7pkIroqGon1+ksVEhtuNA582aAeogMlOnOD/MOe2XNqsR29NKpMTPnewNvH41pxqyZrWujbKoqyar/jXRauLPmrHEKtdlLzbpsvopYEHElAqFaNtb7ZHRaj45ymwlV4LwMxEMaoG3DyL61opI0ohnaT7v8P7z8ORDXiioyJ4qFn72+jioGZ0bDlcqRc0YEg/uzfqxlr1jtIPqhJsbAOR2iqZFcZclIleUZEeuybBP0evhxE+YbIWeDKAA4f7jNz58jsm6LHFP7XimYbYmoKZbaxPKoQ/LKyoobOcQCwIQGW1bCGvbLdt1bIBVhYWFhYWFhl2JXilS0zAWv81BlVaNAOArHaFh1zavEF7bzeBwHskGfevXSM0bYiRoPc2YPhVcObfXWRQdsq2QZ6oZ5uiWUMKmU+aKsb8+oEY+6uThz8iKOoNhJ7gSV6vZV0RPs3jarYuUKo98sdq5e59FUhZNzuOApKCLhEAUiQOppg8+QGOXBzIPI/kf1S6A8C2RLrfILdv52s2G9VzIHU57Ma/5GY7y8xs2Dwr3FSL6DWmiH5zhD3Px84XkONCIWHJU7FbgRUkEUgqtuND7APvz1VlIPVO0UwQC61fTmOM3DAFNUJOxameaqYCSFTvaXxfPnhbG/groieT9cr6ibTsxjQ0UnNEKOehTK4KfZaDTNz8CsyjU0ouyHOp7Cg372FP3WFv1hx/6PiowWiSAvYZ2gSrleDqs8iIIo599strICb4oIDV8kRtbVOXw3x4+az9BnMvNzRl/SdoxwQLZRqln2NvJisVdKOsVxWftL5vYAooQ+hQjSGjy7TbdSdeIjIMj76K+ZtXpD9BL3++CocChUuVeRUOj1qNYQ+jOck89rMTvGfUSdARfs7R3hmvZxj/BN5GkY7ebQhpwrZ7HT7ybRDD5rItSWZNFaQEnbLe9XvoATFkhFWFhYWFhY2KXYlSIVVGlriCxgeLVdM2scM1JaLgW9VlVQy3Y/MfNc5GtYV5aox1ZZy5xjpKeMUR08ZjKIz14wuqOM0E+gN7Feljo38Db2OGJXRUfoXwCJuH27KKrdQgZSzr8mN7+6XK4lJ9wPpTAwQ529XmbNrKNejobxu1NE0+AFVam0sdjM3cH8KHtgHDMHyYw5R5wHTs+Lc5mlPMs273tG23B0bGPE1esj4UBFVO2oeLE3M8f7lHtZWduODc3cIj5Tn9ibM5w+bJIdyTMKRu+jyy/S2CY3KBl147xscCqupS2hHKsM/Gz1FrTvUMVbKDquqStT3gHO4dcskL1ZF6kep3qe3K67aJiTqSO5YAkvEDUhqGrJbKTcXl8vq6ZLj1vVP7XNYy+XfVPpbinr30m5WFTpBEKgIXn0pNlJkIOywCq+Dz31dCxPpFVOWWuWfMfZf61X5FcBSQQ6QG0cZnbl25zSgAeV+b0AIo1PZmdpHFXVk2Vof8I+EnXWT5Xtj7S/RAFbvSWW69cOkIih+f4s79jW209NjWbjXpWQoXuIVK5d5e1E7o+wsLCwsLCwK7ArRSoOoB+/WlNZzbJ/yUTudK6MzH3AMJEyAAAgAElEQVTOl8OzdpoCylbNWZUcOf9JJILnpDcxw1zlCr8zlvkZMum90OyiUNBckSMAVT1q5oMrwBHkocvqd/NWmRN7/fWisHZ0dIhrpsewNvWUbdLR6vIUWvhgRR9gBM94b85xHR6WG/ACmhlU9uNUPkfwwvnTzFFv2bxAufsY2R/ul/XjY0SqIBcJkQpGoXD0TUVU1e5vknpEVLFrW6JT5CFYL7/v/DDaMcgxdKfi3Ey9FGZDJYJhkQi2ldZ5BDpKT7vH1U1Tc5mIyyNC9rlHKojc1HltG2GiZOomxvLX0YhAaJZk9E9rp0vCSLJGszyiHVDdUiOY8E40VGXsBxwKeodYdZoWOh/uIiioD8N3e9tZD5h14XvY4v1RLQJVjbXcMA+vMQql12gUossVUd3bJ+JZ0Nr9/bJsW8tv09xOjJhDf0ctjPUG3C/0leSbQGRSmgWQ1gWRh7J9geNmy3JN1BYi4s39qbbc8xpmWZEaRUnArSMioUgPAw8RvdFt2RZQNnV4VPkymXL0uQIlWCMvyRLfleyQ1NpBcolrxu9dxY5Ge2pb0kgWlOyi+CpBg7lVtOdyddpt0buFhYWFhYWFXYpdKVLB0Vll1XPOmvOHVi2Mk/c6cFKHEXNjHO2RhN1lHUFyVNoiQ92MWvfgb9Crpr78GdXXsKx68RuzpBYD3U7yPjhPNwcfgUxnRQnAI2H2U87vbdZcx8h42+vcV0s5f3gblXOC+Owt85MweoMMcHjx8KC2jfVWkk4EYh1/cFRNlGVvD8s5r4kTg04xknwUnnc2U7RE1T7pjel8HOel/ZIemN9OhAG8EXgGqkqoaqEcTWuAfqmy8khseTrmViZ61tVGs41yF3JZbBSOXpHOd8LLFGtj7YGw62SHewVlXGZoEcDDJv+K3jyRikVrPcAZ3qeaI8YRFZpcxQrZtSkXyKsa2mgn7Ruz82yTQzaSjQ4hp8lr2syZW0K1VuAJo79ykhMaQTHba2UOReADKIySU7GYW02g7Ob6efGa5ZR1ViSafQg5Z/DmGW3FTNQoh2hmy2yk5HwhvGFOhAP13RIFmoumbq5RLUAqEpEKolXsW9kPsX+hKjGuvYUKsot4UZoWmsByw+8MNTo8UmEZW3x+NfNxbUDZIQtVjdh9b3kkvytVQKWcsSEfER+kC4R2AqkICwsLCwsLuxS7UqSiUafdjq6Vka8RG+RK0OPj/JLVq2g5rGckxzbLClEZM0RrcK6e47czcCPOwD/giJCZPc/OLFObyASRhdkMc5DUwdDRNOqA0fO2RzmbcuazZTlurVkBe7NOtCGLSEs2MrOwusyCHJlrTDvq2CrrGfHaQE22HP1Su6G3o3DOmWVmj4VHoAqbaCWNOu6WKzAn+32g1Ml5U6pz0luhXkVFGrAcsJZ5luF2jWhp3bpGulgEggFCHKW3KmDC/XgepylhONPJLT07WlA2FBT1fqItaPi3RUHGGEbYdbDbiNw6wfu5RObdk9PCw6LeDo0RA2xSPpJJ57SFy6RrfC8abSuW8zCKMUJhVKZlKs+W/dPMIg+qz0MeUMv3FCgDkdcZtRzK/k+elNwVzJ6pDAJynPbnsiDCeVA4WUohUl0he5+y7fZrJs4tkUCLclLJlDw09meaVVnfV77bjK5Bvwa9HnIvSI1qBjpAfGWJFJEjpv08o8qI1Ehj9uenjCmnqmQHkCdFM8kvAVoC0Ev5hguHTGjUHO8ZUQfUNw970Gx+02ysjqfjk5GqjIrdXGcWLui/AqkICwsLCwsLuxS7WkVNry3O2GbO69ELdQH/2Ul7kRtQ09SV5XbTywocCvIGON/JWGhFIDQ3hWCJaIUtFR05+uWcGUasGl8M5EKrwuGeVdtbQcnuIbkT9GaA1ujcHM6/WMxlD+qb9O7pdRM1aeF1bOAJVaSi7HcA5ctTLFdLzFHCG+G16rwoY86Vf4B5VXIsGAe+sB45R+ubCguUe5PTgP9ilS0d1WGHoqW6CCjMzuk2ySIgVJjzbaEGZbOujs3uRtvZjeqTNKqxUfU9GLuvEAR+6E0ZVW/AegaVhR1IxXW0I2QUPkQeH7apB59+JiLVI18toV75vHj1zBd0dlrUeIm88j1bgt/V5zRoG1MMe2rFMM8PEAMgqGu8NwdEJtDq9hHRxcl7Irp7B4UnsgAiQT7WgnmEOvtenCzL9uUL1hloKfY7bA/l+LioQxK94PUqqKK8JYs2UpWYWUSJ7Og1MmoB7zh5cXxPZ8mikHOnq9MxDWkloGA7otbQmR8dHqhoLs+xhDqnJjshPxBlUL34GG2DGUKbXL4/CyLb1LtIjF4raM7jZ0V19f33P8HvyA11eAOnAz8OF9u2miWp3DN+t3jvsij3oeoSEZ1i3Xn/eX8YoWcRa6JUuW/N/lMWSEVYWFhYWFjYpdiVIhXVF1WXtqzrBBF3cOxSbGdkR6tKazZWuO975Q+scs2YKVLn8jmiyzoHVo5Vb73n6A3MYc2XQZSkM9fQOZ7HdoX9O45Uy89EPsiLaDi3T9Yw7sHh4UEdWVPTgqfY2qiCLbXqcU2t02yYM8soFS+d91PLAb8D5eh9VWe/MfVgXakfQm35qjXfSd+TiwLEB14HvbvW0ceTxvA7CMPxGWbUiNAokGSPVyY5nhcVUx3skAatEQWYe5JyI3ONQsLCqeMpeZpz51QmnXGe1D5blyQw7JoZ2e8a/YPWcvMWPHN4dKsVclwAwaJOw+27t0REZPYeUUqLnqWcRvydjn0h59I1CAAIqjL2bbvWdpzM4dohUUsiJRtRlrRc6suwvIT6CM7H94X8rBp1xXedSpUjiQVvut161JpFmcWwayBKUDuwUqcteW52/wqhco3ILBFWvLc431pqf7FVntnW7KvIMlCYGXMUNVwyGymQiaZ8lxjtMaOuDjPaKteLHBYXFtL454yfR9mZee39SPdSH4O/LzT2kbjWpPpQ+O4y6jKQirCwsLCwsLCrsKuN/nB69tSOo8fbd1Yzv9coBTvHRjSBo+gNPPZtN5O04RyfHU5tdc6JI087As9eVYySDFidkeGPkeN6VebA1mtGkZCRrEkryrVyBEoluy3LBTtbvVvo0adWs/Np9IfmxUBRHTLZAYk4QH6RmoujnIuKmIws4cWdUqkUvJI1UZV1Of7ZizNUklliUR7mC6m8SQf9GTK3MqLm5GQpp6dnuC/U0Cj77hNFWUBdj+qCjmTB1bVyUVBHXMRiRlRmgWtGXbEfFU87pwTomcu8Z6ramjkP2cpMXw+0W7LD6UFRuTRRwZT7WYSC85xJuSsSdg1tiUzFRAIZ4cRoB+bOoWZDxstOJck7dwpSsY/9n6/LO0IPedul2sYUYsD7oQgClo4rRHQxe/VXRTawoB4FmzaRWHZ0RI+pueLy39D/1SwQ2cIQfZ/Vy29lbvalqZqtvpvumqmsSURQ0RbW1fbtNUIDfYTmS+nM8ew79FqIpmYiuvV8ldvSm30JbrBPRVMQDbrBcj4j14IcCmpkYL8FOSylbfD7sQXRsF0ApRaoKGfLIcujPB2oO5ZN09Q8SA71raAG+yU+L/AEVbGaMDv6LawrR2bCAqkICwsLCwsLuxS7Wk4F+QjUQXDrPbP79VSos/kieiVA2CEsPYZm1kjDgGAY582Yka7rbFlVVcyiAcnNp3POXUeC1JLQuiDCAghJ02NelYEWnLNnnDj2n7dUmyuP4vjGsRwfl3whB+BU0NPh06LiXIsYZqIcOo8KgvIBGN/rg3IOev3rDbxzjrqB/DAPSkKeFEH+EyrZUWvjYJ/zgGU3MqPJlN6sVtKhDI3dpx6Fy82R6kQp9rMIEh857x+Rpo4j/8bmDRjyOsoSxft8G/pgGGXilD5FSsZF2dUWxGxP3qVyk8g1soW8kgsmJcNeSTuFHoUiE3jvDqEcyXnyOfgKs7YgE+zHVqflfdoHSve0KwgfM1+mlDUiRNsUuVwOOdBgJ+odsK/MDrHQpmm5R6qeyPeKHApca3YU/8zsnFjvHHcjD85bmzc5I9brp9X3wkaYaHZglznVJ6XmOZmfY721OY9qH0/UgNttXihVJx3kNtoH+uu/OZ1+B/jtKWXPF1TvZMSE5VLoUsi1sP3cKfSRTpmfJJVvAKvIyleEwqKh+hwGvLnWKWbWfcmNSKYuirjyfvSMLMLx0FzqzgcqAqkICwsLCwsLuxy7UqSipiNlpAW5FJivopwYuBVKQCD7VAdhWMeQaLaoeTfmM849cl/MQZHToI4tzqHzTjjOs2jdHCVHx4ysaMi1mDOjG6MZuASCMbNiBTPNjYEMoZhjO7pxIIc3CkJxiLj4BXQrOJfYNozfxhXOrGY7URkOcjXbH9jRXFcpB6AK5Fb0K3oAyJOyXZk6LvaIsqACONEGo+ztqlcREo7oGbWhHpiL0hC3WdycJqN1iESoOijbDHN+8JroYLgRvT5XVerkdtavzttm5QChLFXmc3R0l8+kpmcgamIVTENQ83oaORXkDMzm5FCU3xu0HUb/MO/PHPPmN26WKJE9zQxKxVp4gJIHkQ9UmsW7CG9y67z7rMqOFqFQ9WFyNBgxwagPFSfI9jh+ERqWg77ENd36+jKaq3rIGl2hSIU1RvvVqX6+i0RjsJketaKIvdmumVIdp8KfkedTBITECPIkVL2Uz6uVhGzT2fGgOnDEthsgFDM8wzm+C6rOCWSiLehtS/jYo5U49yn0lVYrovN43p19bowazKqGaSPzkkFS3HOwlArNDTVr+AxxLWjQc/aJuF9bPIfNOjgVYWFhYWFhYVdgV5ylFKNpN5fVcCRJ5n1mXGyxufMYqdHObHf0FNp2MC/Gc3IeSUeQmIvv6QlYa/Qk1rvs1fW1qAnnV5Obg6R+gmpMEBhRB4I6GPRqgAIczmQPnAUiDurFt3bETWF5jUimEiaiM/Zz8ZAYa02Pmd5Fw6QeyMy6RcQGVdv6DXkKqDqXjFnnfC126KDB0W+T3vAF+R+tEkJMHfT56LMH90URCnv/q4IfvAx6Ej4gvwb0Y+m5HHzOzXChf6RGOeqDkb5nU9v5TP3LzV2OrkElYcOuk/Fd7eG5rdf0dPF+IQrt6KhEXe2BC6VtW5UNgWiwvI4eYlPbjovuIPKqiEJjvXrfBrPjFhHpYzvfI7K3oDdqo9+2Vba4LNIc5VkOh2g0CTuDPFBcdIiEIhQW72AfuaG+BfoKIj6M9KpRbkSEECWHfpBZSXkeahTx+3B8WBBgRtgwepD7b4F6NiIyRx2OjssxGlXG6MFtKWMP35O9tqC5XS59aC9nKJptpvyuqIs+sFKHkxPmnALqIuRoFMRklLmVCJOLxKhfoV51Phhhp0EdvH7w0pi7aca+OjPSxWbUZtlbziRMWCAVYWFhYWFhYZdiV8yp4JJzWxjBY/Q7x0i+YzTHnPOBYMxSe5zePUfH9KxzVoSid15k1hG32KVbTV7N02fDZGw6kAXOm7ZgfuvokNELHZcYgW6oYGcrwNHjYq+VGTkLe/AuEPtMtUlVdMQxiqI4HXrO+ZLJvMF93lKTgQVTq4Eqclt6XuBUqEfGaykjVTaeHrlHZFOV7VTZj1ySGZ+dBo3D2Bb4pKgjYpEKVfRzaItmPCTCoHOKHJ3byeCmschFBTSoPcE550HdNDOgJUPU+W/rLur8tkfmIkvptbYDcJuq1o3V0VkhAzKRjBW0bMiLePb8aVn3UQxDz1238Z220QYDbj/KIM/KRgcofYd11LwZPN5yycbxSOwvrR6C9nd79MAdx6ypfVlyqEkt2fb/PDvRzJrCA8gr0JTFlumSbfQNo22Si+AjOLpg5Ao4ZeSr1EzKOP/g2+AjJJJfso/ltTAKLSHqTaAlBK0OrguibBpE/bEfWzIXFekefL7+OSl8imsR1tnf016vh8rAM5dDhfle5trG0O+jEhtFcJA3C1F+J0vyQ3bb1YaU+u96xfTM7zM2MkJAaLBrJn7RdL3DD0AhlGgEkMrOkkBZttdTWuirV8lWQpH2g9GiAe/tzbFEevE9m4hHpWXdkhLjJDP2mryFH3jsv9+KLHAj5iQNWvi9mTFnLwcwjSlLpcQJs+Kl20doaZdBQhKIhgHuWqzLNfVIurbmtAlgwRWWZwyHLbWQhEbH96rpG30Z9Ybj2Sm5jYMMJW5aQlSdSrDp2jsVNbNQcp290DkZ/G4Fq8TBx+xQ9KXVKbWmCgUxuk9/Yx04eKhp60UqXJi1MfZme6dxYmHXyZiUq3PTifygEj7fbCCIt7aDj1MkGuv99NiAQddnJgfUVIWmDiogyEEykzFy3X5Xa/IuNzVXv04MqbaDESUuu/eRJO3D3n46ZgNHr3VTwZ5gqSW6wZUOzjmYoNO0QP8FFukcfQqnjFW3y1ZVEgj8DPVlEkmVIKADyORpKvxV+9DK+E9mIarMz3ecnR+mBkjMxJKS7dyffQo/4CcIN2bKBX63dLDoyJY6mNR7Rwe7TlVQ6nuh00h2cLE3J0EVziaCGZhvcg0BwRWWz0AmPVmSELvbYvojLCwsLCws7FLsSpEKjmZzRzIewm5cGGbD0aEKhHBEaQknmiodQ9Uu9QrRa5pcl+aWI031Fpw33uhoFQiEjurK+gHIVwcIOVogzJJoAlGVFvszlJLTHyR3UYiqpvetHjxFl5jUR0gqJeOIiEVZq/eVicMwPcGBP2WFVQK4Vb8e9wJw7QYhc7gHDNvUdPCUksV20nUWGCWTlNm0jcxaOx2kzpgiDqyCnbJRh8pNQxFm5f1qdISulFysc7qq1kVkQCSjR6dwIs6PYpguuZk19VkqTMqwU0LJFpFQ5JHXQHRMw5it5xp2vezgoBAwVfIf07JME75aA4kCTEzYmM+bXihtlNgqNQp3KzmOAFs9qKx74ajR7C77CDt1VyWsuaOdFqkArpvqgzd7cFDQmkazedEDr9PCTHnOlAU8tqY85znsRSmyxz6aRH68b3v7mDLo7fSFvmAu7lWTbfl+0CEkaYfsdHZTylWcj9OyPIbPidMRvB9WnC+xt3T9GtvE6UlBKpaYQl7s7xYL5PlmPlhBvwmU826q5AIQCvJYNUkmk6Txfnfs7yF2CKTt5Kzsd7YtOy6787GIQCrCwsLCwsLCLsW+ktTnfhTMUTl5B5zboUAI57fqfJ9FMnS0nbJ6uFsduZXlFiO8mi7dznNXbSTnAejQnwgI5+jLZpKBmCBGkw0x3ElJS9hvXhAKyrpSiEpU7CYpPyMpb8Cd26cGdknRZiQWzuz9mQF9YajqjGgK5h5JBJ0jvCk11ss5owuw4Wjczm3OMLs5a1qZNzZhWusQCz5TpYFVtSoZ/lHVtS33YZSczknSVuYF5xFt4jL+rqRW5dAIriHVaVRHzqrNz4qOiYrx4HcmgQLypmTd7fkhWWGvph0fF/GqriMZjyHUTIluvdqtci0gljWz3a1PLFfapm3X2YWhkiNU068Xc/S0ytMgUpFsP8f9tXtj21ZCqOVx8cB9cMiSI5DSmqZR1JYvwogkLxZR4FLDXxnSqJWzaGZFWm0dNXt458JeHTA4om0pal25LspPY7gwOXAU2IJGQAIxk/wFtoEGSEabrZYA+yOKJm4Qtn8KNGALpGLviKg07wHaEFEXLIkIkzA6RxubtUnrwL51nEiN60CmQbhfbYhcgwsEqYANWHTdiDNjLZCKsLCwsLCwsEuxqxW/GuV8tsNrqnJvtnZEVQWTyupcw//IQxikInYhizqCx0iOKa4ptFITXrGSOJfOxzF6xIaNERFRxIJMWp3TRxSJT22u4VDYn2GYKiqTBqN/xzNgwq/Gei+a/Ee9cIsOENHp1eMmqoL04ahL5mh4YQW96B0RkWAIKaNOyDdpce9mkmoET6LQipJZUEfnPnBe1PFlxIWAeqTCh3xxDrlGbljEqncIlGeeK7qQe0mKlJFvw8qycXHe1SI6VdabVSeCUe7bcnkmYdfPjhBS2meGAzKiCzL2iA7R0NM1BJG0zZf37OioJIvidD2904Ig2ne5ch3guTrvmjyr5Bq0RqioiBxitZiYqqPnbLlGPH0n9j0dRR3MLb9No0SaiuD4xGKe61A5JSyD74+DMPTdL2tMzU0Pu1dUxiLYGsqtYeXuIilKp/yVyl9Iiiy4mmi0GfoLogCMTIRg1B6ghJpRPmP7PqpY2siTx6UveP4Mx7eFt9NoCH45nqG8e0Am9uYVkSj3BCi18sBEw4vZFrY1NFJERM7QbldI07ABIrFE/76k+CFDchXlD6QiLCwsLCws7ArsisWv7Lx5TbxUllvlVlB8iZ64pSa3QhlXJrgqo77ZotVhEr33jmIwLUfPGJUxmQznv5VFzVE0q5pM3TpoOPTCeVJEPoAVrYErEzLUfhTe6Dw85aezNA33ddwJsp1hOmJMbkSuglGd2UyUZssIGc6/4RqOkMKZUtkstoVQyzE8LCZnGyjsYH8st72O4GXLkbz1NrxwV58cb8YhHY3yO1w5nG91aXw9O74mG7JtiXwHtjWdK25r8jLlxfBQap+gRE2IN8EVWjNhGyJ+ThGTHna9TFEtnRdn1JVto6qvMGO0AhANsOkPDg5REDgX4GjM29rfaNQGdVko6e29+2SRBrZ7ArCbnm3YciwUvVQ4Ae2e/dUEZyLXbF9mWRMvJuUfVPmNRoYbetcX+LCp7NBH/y5XtLEiC+Va7PHaX7L/Y1+kN4v9l0WERUQTd+l9IRpJ5JXcK+zXABWZgUOx0H4JiAfO0bZMqV6+F58/KYJoyzNyIkofTG6eIhRMvYD1A9WeAALO6B60qT4N0CoiYkyngLqs0I+TM0GqF+QoZJOtxtO2s5yxKQukIiwsLCwsLOxS7Go5FS69eOXMc27LRmZo8hrsR80BKp9xfc7Ii8VMNRZ0TpCJWMAopnO/VaYxPYNilU3NEZ/9vVYao2TlEaAu4CtUOWjqK9hRns4HYp2j6M0mD2gEVn2Nankajs2RuXpKjrHduflVsNSVjd1bJGSBNOwYRMsR4vKpz7DdpzczM+VuVtC3YCTLZitbeOdknRPZUVa53h5ySXqzP9MQD1Xuhua9mEqJsVwL1ZBw1JnqgKF9ACnpyVfJWXrefz4jKrgm235remReK7YrJ6OsU+78dB3RH9fROOfMNsk21TCqynFuiDjyXdcoKSY9bBgtRb5VW2W2VUMmD0qs6Bmj29gXVF/e8bAcR0zfF59+nBFkNYe22a+in47PpccPEJOxDjkrI9bsu6vciVyvpvzf7/7dIRj10nkc93c3ycvkjygC9ffs0Vi9b0QgnD6FRn9szfZE5WTUncDp2QkUN9EPMSrkYK/0vUTh94FUMLqD2kCt+OeosHSV1+YSSNkaiAW7oR6IxIZaQKgjkQmfUDLn0Q0zFkhFWFhYWFhY2KXYlSIVL5hae2M5E5tN5ROI1JTBmjAGeTaoqLaP9UYlwuo8Uk3+xCQoSyyRBheBvnfu3SnH6nwaR6Ji1rfqhZY67kPTYbEoc19k81KjgTyEmeaaoOdhORVEUDTWXb3aLCvMvZ+tNrjecg4mBmPZHEFS6ZKj1FYjUCwSQb6IKqetytw+FdQ2W6ezgDHnEUbLmxlYxCumRgcawZhtojJ5O0IY6GvUZFtALjS3ip3r1egPnYflfWJ5RLN4n6GZv6F2h5jja2Z0epFAKFqLkhFNSG0eJQyjZ9lonheU3TB3AL01zFUipfyTp2Xe9NGTz0VE5OGTRxJ2/Yxx/DXSwvJ5+H5VR70y8UUG+TGACDKh06rh+5PUS1T6mbb/st47XgLFDRvlGtlMGIoIjmkDKKcf/rwjeZ49wiQ/G5YzoCopsjxCEoh+WE9XUZTs0EwfNZJcOXo8T+NRGr90SO6EfkbKaaA9U2tp1pRYYBUzEzgVLZQ0W3LvyKHDYVRWfgElTSIVTLl+44BRIMg1NbfolnLHiLhT44lcmq6X9ZZ9mlXIXGt0JfdFW3IoOnNfdo6r0nvY2FkgFWFhYWFhYWGXYleKVKhnjXWOeDK5EswWp+IPZaH69zqc3j0U7XJfmaqaBZTqbG5UOmL+WsSiUc4Ea2/nGDVaQ/NiYDvmXckhYLyx0oU1GsRmtmR+je1WpNta3kHlY1CRsfw+U8VMqnFafoKq6fF4zjVScY7SELxWojKMutH5Va1I2a6RM5gYJPqgKaG7qlTqdP91xD9QQS2/2/lPfbSdQyh0TpNsbDHlVo5Fa36vOhZu7tjFtqvyXU6KamkOD94/jvRnrLO9n5yLPIM3QsTpDAjUCXJDhF0vW7sslzURr22zbWP7CN0f7WgOb5N6O1VttpEt+xfbHVWvXNdtv6XIhnXmBwUwUsIqL4ylG/x2F+2hu9n3sB8ocWpEnebIaUwZeaRDwQgw0TJERDOvJn1nsbsGdWhnjnX2X6w6t9u+YYzXOMt5xP9Q9EW3oJ9QDhhRK3ApMnQn+Iklkoqjt1SrPGFfQJ0Jm2OqZivFXryH7lvQA5VYMtKsy7IFArFk9lHAWspZZE4il29G0TKH8Cg6cz5QEUhFWFhYWFhY2OXYlSIVzHq5dbnqOYIkO1pV25SWQG8Sh02wfaXr61y7ciKc/nlj58MrVR9FqnNuWdfqx6qWRhl5buB9rpiVU5NmQuUT6nsc0WtECyMKNna977eV8e0V0bb0lMghYYQE6sjbRPecaI0Sgnku8g54A5F9FBwJ1QfhpeA8rPtms0Z9NlrnsuOQNY06d0oxxrmdl6AeETU1ktlPswGO5kXdk3H6FNS9H4gLlEXHPA3wAPAKtEKPgHPKzcDrYxm4f6rYR+/M6hXwPp/i/pyRfb1h+79gqB/2Stp2kBtCRAYwJt4zMvjpqdOLVY0CzpvXHDkiIjO+X1nGERPKvbLRZPpusi2qLk/Z3g6y3wxNtRxchIVbDPpWh9gqOECkkH1N3aHyMpwepVbaXgPDZsgLUMTBR945RCg5xEHRUN6T3qLLikJb0FhrYm59b591XRKhIArC/gk5ncClWMwYDeHh9H8AACAASURBVII+W79dxdgXMAPoFplXiVSkAXo1vIbOociM8GDkHfkSq02vOhPbnt8eXh+nAIh28L7ju9LbtlP5Ix69322BVISFhYWFhYVdil0xUlGWWSMiOLKElzi3Hlzj8njUdBx2Dq0fTCgSDanzRnZOv0ZfkLkPr92NxDUeubejXI4QiR4wUoNeB5GKRkfbKK+3c/yd5hzBaFyZ40nZ4qoIR0oDronKjDkzvt1GKahPwygbzpV19KhQLKIWONrlPF/nJdNwv4lkMHpEs8fqsp6nd9toW/d8aKqSh/VOmTd23NuqVoRFKlQjgIhFtiN9elbMyUKqS6+eH9XjOAeaBnOHydSx11wqWOeInk4bro0RR6drRCBtyzrVXMOul7EP2QCBUrAzW7VWMvO3QOsYHbKHnDrHR0VRc7GwuhWbTS9MtUkNHn1LXH4LzxFi/8W2N3cZi5mlme+leG6Flm45T41j+lcP2qFtwyzEXqFSNTX0A2CupfI7bB+gOXM8kuCIIL3rSzSzq+s7kqtH0ntiERLJQ84Vz2TL1E+ToiCM1Cs/HO5DCRPdCVVWeY4Xp2X/Jy/QN3SFQ3Hclki/NTh6zIKtfezWPkdFKoCarrnsKxKjfBdWmig5FTa1f+M3kX0qo5eApFGH6AILpCIsLCwsLCzsUuxqoz84SnaMZA5NNceCO65xugtZ58bsaL3re52X65RLocO1UjYDS3Sk6efI1N3E9oFSnFTPm3NYVO7ctNDv32JUh0iWjNj2vLUZV+t8Izdj3jU1eh8UqfCMXxcrzhwEnAekboVGpnCpU2McuVoyhqp8Ok5Fometv9vY6IGEpN4jjVTR6I+yyxb3ew1vL7v7qlfG6BgFs6D6Ce+OHAw+HwWUVGOD3o3l0mSN47deJOcVlVmes2b1U3a0DvSJWHCkT8IGfy87rrbMUslnXxazuW/hYdfDLNqpqKbrsWrGYYuWCt7D45s3RKRmNW2UD7FRXkaCsmJP7QZF3sjTIEpL757bwRnS6LayaEecCYfgOjRAryjb97JeJPbzERU5Df62h2jklUMotEo6We+Ibj5SxdWt1tVuH+Uk8tfA87r6iWTxtCf+Rs6X0vxwjhnu53xW1jVLKfqEyu0r6ydnQDM3eM6pIBTMCLrSnEn4fmjEHvN5oO/RiD2iY+TYzAcRc6iDRhahvTlaoe7P5kpEmvmZtC2cT6oIpCIsLCwsLCzsUuxKkYo5lQh1fpsTRmXBWFsdFdIBpKKhOu4WoVBNhK6qQNJlpUIZ55OISNBfpefbJouSJEZtaNRCa46fN3YkSvVP1m2FbKYz8B7mzGJKBUinl0D+yFwWA3a5K1tzp0Ah7awolK6XLnpjQ+0Mch8wP4fMdy3KU487e4/BznlmR/f1M6KbtY3w6Pte+RvrdfHWt9Dv4Hy0jnp7PkMUgZG5PlPlwpTfyWFRT4HzfrxHMzLqbWx8C0U6RVAQBZIURPCkmlQRHCJh2IMZHDtNGsv5b3gP9CJUoRSoClEyl2027HpYjbLynnYa/F9Nc+409DbLUvsctFX2b73kOt/PaCg2x8Z530QmxHvj2I9RTjh+m22bI1ow00yfdlkjLdgX7d6vdg1Zj0uq7unuyMjBZR/YmWtRzRlFNjRs4YJyFdLF0vVjPVUuYdQT4V4DpKPeX15vNjtVsIqIadlwBNXjfag/K/8PchTrzKiP0g+eLNFHI38MkQbmB2rxjVSOR2+RCkVRHX+iH9wWn2sr+3Ue6/SQNOOti4Tx3wtvgVSEhYWFhYWFXYqlfMGoIywsLCwsLCzsZSyQirCwsLCwsLBLsRhUhIWFhYWFhV2KxaDiGllK6Z2UUk6IN0sp/XJK6Se/RDnfTCm9SDVPclhYWNh31aL/+v6wGFRcsqWUvpNSOkOj/zSl9F+mlI6/G+fKOf/BnPPPv2Sd/vHBce/lnI8zadffJUspvZ5S+nMppY9SSk9TSn8tpfQPDH5/M6X0l/B7Tim9892sT1hY2PkW/dfo3P9OSulvppS2KaWfdr/9G7hP/HeWUupTSve/2/V6lS0GFd8d+6dyzsci8mMi8veLyJ/0O6Ri3+v3/1hE/i8R+b0icldEfl5E/sqgk+pF5H8SkX/2q6leWFjYDov+q9pvisifEJG/4n/IOf8MBjfHuF//noj8Ss754VVX8lWy74dG8ZVZzvlDEfllEfl7RERSSr+SUvpTKaW/JiKnIvKDKaVbKaX/IqX0cUrpw5TSv0tYL6XUppT+/ZTSw5TSt0XknxyWj/L+2GD9p1JKfyul9Dyl9GsppR9LKf2iiHxTRP4yRtN/YgcM+RYQg8cppd9MKf3UoMyfTin9+ZTSL6DcX00p/b6XvP5v55z/w5zzxznnLuf8n4nIQkR+BL9/mnP+OSkDj7CwsFfIvt/7L9yDn885/7KIPD9vv5RSEpEfl+I4fV9bDCq+i5ZS+oaI/BMi8n8PNv+4iPxLInJDRN6V0gi3IvLDIvL3icgfEBG+aD8lIn8I23+fiPxz55zrj4rIT4vIT4jITRH5wyLyKOf84yLynsD7yDn/6R2H/zkR+UBE3sI5fial9I8Nfv/DIvLfishtEflLIvKfDM77cymln7vgVnDfv1fKoOI3X2b/sLCwr86i//pC9vtF5A0R+YuXUNa1titV1Pw+sl9KKW1F5KkU2OxnBr/9VznnXxURSSm9ISJ/UERu55zPROQkpfQfSXlp/1MR+edF5D/OOb+P/X9WRP6RiXP+MRH50zlnev0v9eFGx/EPicgfyjkvReT/SSn9WSmdx/+G3f73nPP/iP1/UUT+NR6fc/5XXvI8N0XkF0Xk3845P32ZY8LCwr4Si/7ri9tPishfyDm/uKTyrq3FoOK7Y/90zvl/nfjt/cHf3xKRuYh8nKr0bDPY5y23/7vnnPMbIvJbX7yq8paIPM45D+G9d6V4FrRPBn+fish+SmmWs+Z8PtdSSgci8pdF5P/MOf/sl6hjWFjY1Vn0X1/A0L/9URH5I5dR3nW3GFRcvQ0lTN8XkZWI3J9o4B9Ledlo3zyn3PdF5Ide4pzePhKRuymlG4MX85si8uE5x7y0pZT2ROSXUN6/fBllhoWFfWX2fdV/vaT9MyLyWER+5QrP+cpacCq+Qss5fywi/7OI/AcppZsppSal9EMppX8Yu/x5EflXU0pfTyndEZF//Zzi/qyI/PGU0u8FM/uHU0rfwm+fisgPTtThfRH5P0TkZ1NK+yml3yMi/6KI/Ne/0+tLKc1F5C+IyJmI/ETWrDhmn30R2cPqHtbDwsJecfte779ESh+GPqkRkRnO4fUxflJEfiFHzgsRiUHFq2A/IYW8+Gsi8kTKR/hN/Pafi8hfFZH/V0T+hoj891OF5Jz/OxH5UyLy30hhKv+SlDBOEZGfFZE/mVL6PKX0x3cc/i+IyDtSRv3/g4j8Wznn/+VlKp9S+jMppT8z8fM/KIWo9QdE5PNU47l//2CfMxHhPOSvYz0sLOx62Pdy/8VrOMM5/k38/eOD498WkX9URH7hZc73/WCRUCwsLCwsLCzsUiyQirCwsLCwsLBLsRhUhIWFhYWFhV2KxaAiLCwsLCws7FIsBhVhYWFhYWFhl2IxqAgLCwsLCwu7FLtS8atf/9uPsojIfF5OO5uVMU0jJYNtUo2TskwNlslGqDRQb2s5JqKaW1V1GxmPYVFUgLNnFJEG+3GJzUlc2TxlMzUua8xxqRZklzhzgw1tU89Tj0FdUXlfZuOqlqXHcndkT6PH774mHsXfu66Ut9129jjdfyQ/IQ2vPzX2GK2jP7U7ubvfvZ7DHeke4Oh5jnZjm2I9/X7ZLIdVSVLC05vcmO1atm9+iKzqu3Lfco+ysf3mjYPpBhv2ytnbr9/jAxSR2pc0Ddu4YNns3M7nPrUsDcm+W6N+yvUbXG1cu82ujixH69ToCcqyZx3wzrPt4rWjwkx9n/nmsB7sx9paZy26/NaxLLzLXb87c7nPaD4recMktay72Drj+9HptfeoCy/JXTu2J1TQP4cmzXSnLptHruvi+pG2aU3Z9TGWurTJnVt4n9FX643mPcjD1UG/VGzRzsz5a0dWv1t6LO8/+yE+F7HXP7ayvcV++t1ty7X+1oef7Oy/rnRQ8df/+t8QkTqoWCzmIiJysLcQEZFWJUXKDdYPuz4gPnRepNMgSUkbtH+4DV/0qWy9+nDsB3c0KPAfZPfhZ/kzPnT38jaufDZ0fWBNqtt0gGPrqB9EPXb3JU1ZvZSJwYX7JPPd7dEr1Gvf3QGmlOogjversev+ASX3TKfqNB6cucHb1PMZvGwi9SXWTsKfbuc9RUerAxx2+Bc8gB4PkOfqx4OwsFffWvde1D7COT1sq+7jWD9yWIr9YJWyuFNZ9PxA6sjE7ZjsVz/pYMJ+EPS94EAoJ7Nf55pm6um4Fev0eNSH5fj3PA9fOb4v9tx8X9hX9m4AxDuVdaBil7UcfJB5rTrycc+pfqntdjoH9etbz6OjN1xD9h2PNQ4e9OvC+6O/03G2/dBcnzPvFQ93bcM9fvb57agN1WvM2j9hn+QGnHjGvRuw1C7af2/tc5yymP4ICwsLCwsLuxS7UqTiN36j5IuZz8ppiVjsEanQYR09Ytm51BGT82pTStX7dudObrTlYUbvtdcld/MesPPSOfoG3DJvCwpTkQpXj2Y3UtGkpMd4pKI67xiZ41zt1LRPOndVt4xRAbcXKkCIzx+X/JRRasaj22RhV49YeGTIP5/GPxeP+KAtVJRndNPMaoWoHRJlhuHe47GoSB78YvcTU0d6ZBWoKO375q1QJL9OZgH/YR9h0a7alOjpWaRKcSqdmhiuW6+x8e+mb6duvi85j7W+TWiL9D71cHqt2JFQRW9RYJbTaDnc7qZhchpNFft1etDc3uLnXrwLzOlxi6qopz1CILjdPSn3e4WKiC4QMcFZmwF6wprQy+9dHSe+N417Dn6ayM/X1ukjhy5gXevD/m6U8cChp3mIPCS3C/fxyJuY7YpsOHTFI3PeAqkICwsLCwsLuxS7UqTi4YPHIlI97KZ1c82KUPiRP0Zp6nxOIBVDeoobQY4Gjg5h2MULGB4/QjL8dqw28OZbcCoq4WHKYx7/OnX9kuzomchBO0mqYAF2lFxvQfU/hnXR0S5GtjMgS/uLfeznvXyHRqRUkRiPULh1/R3n7kAG1VG0u+8V4eF9tijKCKlQToet83xekKTFYoHyPbdijEOM0KrRHjCcg3VazPfMNRKpePPtWxJ2fazmkfKemkO71LN2HqIjf9PygNej5EEPUChh0yEU7h2uHAvX/vnOOmTBEwOrF287SkULXHnJefQppXoNI8TCe+e2ErWfI7Jnt496Of29/NKJu2bXt4/Iq+rVEyWw++06l6988h8U93hGz5p8QVvagBhuvxcVibXkcFpfH6Cpez/cUUmfto6DC7aFejSfz1ObViAVYWFhYWFhYVdgV4pU3Lx5U0Qqo5mhP7ruPGmO6nodItl5rQxGrR1t2xFbNQcJOOjC7+9DekYjet3sRt/qUc9M3fveMZNRj1E0Ss4agtgre5zzaTiGHk92w2JeqeNr1FBGWxeNiGkYnmT3X2/WOA+8+xm8e3j5LRAMhirR2rato1/HI9D7Myte3/5e8eKJHKxX5ZwMN6M3ofcR5e7xONSB6BcjVFgnvVb8fnCwb/b3HgARi0LP2e0tKLdiIgLI3AcR2d/DORuLrP2eH/sBCbs+NsU98lynumaRQu9m0vvvPT9itOfgt1H4k323pzBL/b1xbZd1aazX7hGJTH4D+wx2Zzv90lEna+sy+tn2ZzW0c8wTMMXrtY2gD1PXMRrATmmq2knvl0c51F33CHf2z8P22eN4c18nmouwU6SVq+wP/ffKIlk551r2qN26cOBk729tzrsRjDzic+wuPSwsLCwsLCzsd2RXilS884PfFJGhGErxJjebTdkOrzK7EZFHNqpYSSl3KCrkY5dpPfdxGgEVkbAjzOw87TxaTglMcehaxmv0mLcUHnHXoCPSXOvXbbeoM8VKMHLHEFC9iqomY8tyHrZ67VuKxJTyO+gntGKPUwEcbR7ZHL8hA3pdnttmvTZ3oJ3N6jPpHDoCDoQiEyjTIxVb3AO/ZJs5ODgQEZG9RUEsyPvgeXR/J9i1v79n1qcY0CnJAL3gHK0XNLMeQHVGyKnAtQLhmdRICbtWNmLUJOcR+ml2IozcPOG1Sqple0/URogMK+E4Ds791qgPx7vyKFzu3PkaW3lFJLIvx7fp6Tbek2LCbmtC90CvwcHEtatknzJ1Jt4L+3nTaJwR6uyE9XIaoxzOO9eoGb0vFgXxz6vyRcQs2U+OUDAPMoyWQCwUtbfV6Pu+PkNtAzPsY9GorM/Ytl89vLf3u20n2i8sermwsLCwsLCwS7ErRSp+5Ed/uPzRcJRVhj7L1UpEqhw0B0yqMjaBUHiew3lIxXZDj9dLw+5GKvRXP4jVQTSP64c/D5bJnG/b0XMmCuGO43rXS4d9Va7WcSkUqdCYcuzmBC14/3jtG3rvWPfSu94HG6M2lq+w2RakYg2kgkfP5nPptxjdOjSF0RrUJiFCoZobi1LWim3i7IyVsfeC3j9UWWfzBU5T9muJWOi14v42VsXPe4TjicW6bSwlblerE+m5GGvUAecMRc3racmjAMWqt2nn25Pj0Ch657xTetB9n9VrHIWHkRPh5virvoGrKtEyF4miEWCd70vRVunVOrVLRUWpdsn3K5f3aw9cpb6v2C05XSugi1t6uvCYeU2gV6nXzX6FfClyzLSOrY384ndjBcSb6OT+wvKt5ojIq7ohPK/lrnVdN/r2KLqCqBpKhlN+u/URe6prQaVTnOICOcoRcqpL2wfXlojzqKaEaP2S44DVfmeiP3PUnl55Onb/9gIsIpCKsLCwsLCwsEuxK0UqftfvtkgFx7TbDaMdBNsF61N8B+zgEsKUfT1SUZbrdWfONTiLOW5QkDlXHam6Hcg34NIdp8m4yK3AKHy7tRwLRS76fjRybhSpAPOaiXUcl6KOSDnitt46z9nTS9FLtsiRRyh81MlqtSzL9RLlblFPcAgWc+nglnQOGZrBLSFSkZI993JZyjw9ORURkWfPn5lrYFs4Pj4WEZH9/eIhLea2PG1bRIbI7eD9JoIE76Y+TVxzHt+HyURQnp3OsnwcPZ6rj5YJuybm3v1RhNmobyh2fixE3SMZIs9E0b5K2mda5EJbpov2cBSuAR+N2y2iMepj+H4xskyPq7l0EiOyFuVdn3WWA0Yklv3axnnERBbItat6PFjOGK1GRAgdGVHIOepMEkcmooF+MdsEf17/J6V2EB9hc6/kQXRYuW6HUIjb7iy7KBGfMK7qHo0KtOfxSsH1DFikcxoND3KIxUgzVjO3mf1yIBVhYWFhYWFhV2FXilQcHmLyzGkDZKGmA9ftstpupGK451hHohi99t7PJbqz1c27vVB/XNVJdzXJlp3bOT6CRwUkj6CQOq2K28VogtZ7H7o/eBwbclWKR3B2WvgJq2WZ29+sye9AnRy8wnJaoApzzE3ugb/Q9VuzJLKSVK1yJv2G12tH+jNmqIXOBD2cNSJJnn7+VEREPn9alodP92R4kTNwKW7evCEiIvv7B9jO+VPeGzuPyHnZjtlJt5bjoq1g8KBrOyMKxWfun53zNpz3mBU5svyasOtl3mn0+RZG8IJ6eOBWaDvC3iNvMw08UduPueCMkXlk1iOA9P5VhVh5H7ZOveN91OgPe4leVZcefN/3woycjOxadWusb0wdax4N9DeJuYzKVnInZsijRP5VMyNnrDd1YDrwHgjF6QvwsRKjC83pK0egJVetRmtl3+E74ECRHO33d39XfIuo2iW8r+RcEPH2x1vuXY3mcTwJz/samNY52y05+z12rY3Npz/xFkhFWFhYWFhY2KXYlSIVHDH6kX2jnnfZOh4I2YnAOmrzo8NqftMcXvcockRPYUemHnEYT3K6/UZIxW41N6+LUeOR68jW59RQToXXgbdVUbTj7GyD/Qo/oaOeRLL79YxIAc+Edar5MzjHWZrJwWFBDfb2Cp9hvmAOF9SPOS/aRtnl9Hwah37M4HUQyVguC5pSPaeNWTJHx9HRkYiI3L59W0REDg+BVKCO5GzwPIoSKEKxWy+EVm9l1rXqtPg24tufbSOKUhEVcShV2PUyjwaMfLKRizfl801sT1l/qyjGxBy+44SJ2+r7J7bFyYzGup9FGBWpSPZ8HmUhp6xrRGbsv+ZleXBQ3s37x+XdvXmrKCtTk6ZHx/TsGXhUT57juENziUl5HEBG23LOI/RLxyh/jlw7Sk1zzykloJrouOYz9ndlfb3eyMnJiYhUxPTFixciUnkeScUuGGFhs7r6L9A4yzX28t+hCfNP3Z9tjKKNj/WaSBrJ48saafg4tP6CugZSERYWFhYWFnYpdqVIxXpd5rgGrAERqfN9ZJXqTKUfDY+JDcbKZje/Dat5G9xIPdkx4GQWwGxHmKO5spG3ankP44yebh6LaESTBoiEq6o7J6fm6VVsVmUUffq8jLKffl4iJ54+LaPsF8/KdnIrVsuy/4oeg84fluUMI/ibtwt/oe/uiYjI/ft3RUTkEKqWh0cLs7+bhTXmn8u2s+dsG3r/zP1Rrm0PvI6bN4r3cgd1unEDqAmQj7kiIXYsT+Y3o0iqsqfdb9gaJprZDtt9rUQm1rjf/ZR6Xti1sjrNzs7A9RlOBrG2o93ZgO1bYdGvMZfBe5G+cq5oV6URT0gVGT0iy76YaCX1GcjFKEtGcnQob//oSG7eKojB3XslC++bb5f+4kf/7h8SEZF7dwvK+ORR6Z8++ahkr/7Vv/kbIiLyt54WpIL9Ej1f9hUEao+PSl/wzXfeFhFRxea7d+7imhfmmjRvCTkamvPI3ssnjx7LRx99IiIi3/72t0VEZL1+geUK9w0lU3NjJH1prX7Tdv6sNtU3eARqhHae01fViCDL5/DckrFsay3hvFVvgVSEhYWFhYWFXYpdKVJRqQB2pESPjllH6xhszJ0dHDYxj7R7xNgnOxc4Rhqm5rltebvYtbvN1dIr5XmNDWzuc6pJPkZ68Na7oAfM6I6T52VO8tGjJyIi8uDBIxERefLocxEReYq5ytOTghgtzxAVsqJWg61LOy/1uHO3zIE+f/a6iIhsgTi1qTyvRVs8gwXmNptmsupV9wPb16jDc0R9PPjkMxER+eyT4ik8x1xmf6/U8RC5OzpEf3DitE1Q1oQnhaoPIorIoSieVcpkwbv5VtY3iW+mo9jxyZbA+0cF1Gz5POSshF0vG+m3XAQlwhpENbAPGkUWuPJFzuOX2d+TU4cUrzWjCpjJ1IF1qukh2L/R8wZSaIU0tW/SDNI4fg/v5Wuv35fX37ovIiLvvPMNERH5u36kIAg/8MNvlmPAMeKpiQr0eDcXQCVfPC/9DCO+qA5KRJT7HR4WrRrVrjk+wLVRu8ZyJnjtjLjYbm2+oeV6JatN6Zc2HbMm24itxkXgeeTA60/4LLBeMXWqL5n6KvnzjTScdtTBf5PSRPbckfzKqC8//xt4tURN10tnB+V4Mkq+4AO++4XbPagYJ47aPWAZlTaZ0WXqaAuJJg035KjByUTvIO35FNlVqdcec3paXrrnT8u0xpPHZfDw2acPRUTkk48/FRGRh5+WwcVjDC64/xnIkRsQOQltEupsF2X54kWBMTu8aAu81Ad75WU/Otgz2+eL2YgIqYMJt1xigPPsyTPU9UG5BgwuKLR1ALGs7ZqS15weATzLe4elyrhoqG5nlkpI29jpF7WURhxdJVuJe6Z+Pw1dK2WS8KrhYBdI9Ya92jYJUY+IbZ7Q6wYRO8v2v/pp07J1HB7J1d393uhjpgRQ68Bk96GhDHcVkurtftg8Q19wcHygJOq79zBNelQ+9h9/VPqljz76sKx/WAYTf+dvlymGR0+KM7R/WN71Nacq8TZT9KpFP7PZljo8eFAcknX32yJSBzgtpjl4TzgIpBQ5+9PtBqH2WJ4+P5OnnxcH7Akcse2W94skTy6tbPnI8fCiYUK7eGC5yzyBd3Dg8LTmr5GN2gL7SE9o3T3VdlEdw2UKCwsLCwsLuxS7UqTCh+aNllMHfgFi23ikX8yLTU2NKCcr7RGLCSJV9t6sEkRZD3rKhN6YPKyep2nKPo2DyOjeU8Dr7LR48c+flSmCx5z2+Kx4BJ99Urz+h58BqXhYfmfoFolQnH5q55bkSJGZrgOSAa/lAMjE8VGBGe/cLtMjB/sgbDZNRQKYWAweDpMKMWLtGcijT1D3h6j744ePzP26e++OuU+VTua8/2zvkSZd6+hJWBG0jZNEN6iDC/+qCXis91E3Y7uro08PXYWM5hJ2fWyaYEsvlM/d9ms1IaI9iu+I9T59L8h1TqFdhHK5tjmBlvRebE/heVNMneJhF+TwZApUkbD54sULOT0t/csTTGkugTY+fFSQ0/fff7/s+7ygAM9AJH/+vCw7iPOJThfx2in+B+E86HE/eljO9/hJOc8cIn17BwtcK6fXeamlHIah109G2WN5upQTCGetVwwH5zNG3yiUDkc6cUyP6H1vbH/iibdT30I1/xz8fFiyzzWNkK2aXFP8FJmewrbn5B5+1n5rqk3utkAqwsLCwsLCwi7FvhJOhRfRyGn32GbKM9C5bRfmOfw7u9EUeQoj5ot6mbtHX42O/Oy5R1E2OqJ3noLYOctOQ7iYwjab5bDaSjDS0S/nBItt4PafgJfw+HHhJTx6WDyEJ1jfrEuh+/tlbnNv74Ypn+VuMdpeg7i0XBUPgNyN998vqMICnsANhHS9+eYbIiJy93bhXsyOG+ndfeKI/wzk0lOgJJ8CTfnggzK/+gi8jxcvyrnJ76BjVeW4bfpjis9wv065ExS7KvdgRvluygqfG5pnvTkfdjc+1Hqs1WvozP6VFHy4+9xhr7TVp+v4CVOkbH/8aP6b28fAFhF7BAAAIABJREFU6LToFStBRM6XRQTPHV/hM7PU0rHfSBbcdXtZ+7PSts/Oyvv96OED6YFsPnlcQkUX4DhQnv70hIkI2Y+Di4V3Wlq8LxTQI9KgicHK+gaifS14auReNAA6lqdI3kiyZSapm6JXti+pKerHKKMSMz0K6REHtgWXt6E+63E/PzSPfI8bgvvZljqwLL6FEaFhHX3f59tzbde2UhdhZYFUhIWFhYWFhV2KfTXRH17CdMSMlZ2/q/nB+mAs1U8E4dQEOo4dPR5K7qzxVChpneKixwCuhCa7IT+Bo2Hs7xANohGpaXV0nFrO/SEkDdP/ZEUTifjwA8xVvvexiIg8AIfi88fPcTyY2YcFqbh//zUREbmBsMwDcCOevSjlPf688Bs++7SU9+zz4nEwHfkjcDM+/rigC9948FYp925BKu7euaEIArkL5FY8eVJQlPfB/P7t77wrIiLvfqfMs36CMumy3X+tCG7dvHUbdcf6TaY+R9iY0By3ggnFPHdC2e+y03YjVx6FcuecnHu07f7iefGwV9nGkXgetvSI1ugAt9/YRm1kkvK1G/XwTa9x56pVpPQ1kVO+L0xlTl6Da/uuHyXSul6t5ennBW1cnhWEk0n/Dm+U/mY+30fVEHXRlKgychwyUpn3DftQx0kC4pEgmc0+lkgH0cynz0o9VqtSD/LXiEzs7++bJY9LfVZZf5+wizeWCQrJyZoRCdcEYVh1930kauasmfrO8Dn7aJLJtrijnClYY4S2+N0st+Ki4LVAKsLCwsLCwsIuxa44+mMSixj8v+tA/4f3/AabLxhFjZ2DaW/hfLMeMUfyvUtxLjOwpHWOjeezgeYcbZdYbKAXTHU+Z0pfO5f4+HHx+j/6qCAVH39UtB2eYPsZGMxHEIW5ebPMbb7+tcKBeOvtIkZzD2jAg0eII//kQ5ynzH0uzwqX4vnTgmS8gAw4o02YrpyiWn2XhdOjpG1scT+eIVLl3XcLMvFbv/kdERF5D+snQEOIouwjqdCNmwUFuX27RIEwedAC8fHbtWYPKsbH4zwOH8TjJZPzcB5xwhOdFkDz3iXbNbVJ+p27hV0Xs3PS41ZwASIx6gPoto4bhBdL6p34khbtT83tqo3Suh397tYvnUqhLp7XRY4B04YDZWhTUkWsHsn71tB/mFPnZlHe3Z6pC1Q3opyCYnwbvNNzKtmNOAGMzIDeDvJVkquxPkOU27L0Y0y9zoRj85lNPJY02m07SDzIc9kU5bwfKnPu00B4DsqE4Nkowk/scUQunCxJ3U85M+PWqKjHqFvCM/NJFTV6zS5F+X87q7rjvGFhYWFhYWFhl2BXzKnYHXoxHvhMTf5c7CEmNzpTr2JiSP9lcYqpOnCqcQEOhaYRpyQs9TIoTQ4PRNOGp1RHjFVDV0Rq4rA1huSM+ngO3YkXkOkmu5oy3G1rFeootbuP6I17rxdZ3WZBOeFSt0ePSmTGYyAYRBs2GMVvt4ywECzLNW42vVAemHoUWnfEoNMbYV1PsCTDezZbmCXV8arWux+F2+eanRc4yZ2wpZ3768VtxXkbOg/duF8j9fm1tJH2g+unsm0n09Fr5ijdkgapz8lx8GkFxhFE/IFluHPrHP75E+p0SqlNk3uXXFsTI9qoq/oz69lLj35mQ3SQfAOlNbGvK+/0/n7ph9ZL6uGsUBbRE/YJlNm2ugtb9IdERHrVpEGdsVygH9xfFA7F3qKsMxkhfeztdqt9HRFn1cMhQuNQ8uQ4D7SRkjO3y25Tbt2F0SEWydJbMgCafASkjzzxESuTXEWciy1iKlJSr+HcX8PCwsLCwsLCXtKuGKmg7Y5//cK4wTm7Vx/z5cqcxkB2+7JTceOattwlnJHBSF5kMLJVT4JIR/VWNIePq4E6KZpXhDXhuYCOgM1M+ITJhHq4DAjXlvle+ePwuIzgb9woc55HQDIWCyQK0yRERGFK+Rzpz7BsZo00mGud4br3D5j05wjLwpkg3+PgoGwnQ5vn3AMzm+dQ3Qpcaq+elh9tO+RC83A0Zn/P5E/mGF/W+X7GaH5zEh27PHws7OpsNPesv9j3sOroTHivoz9w3CCiYjxH7tUN6anac/qm6iPrPNDn82GI44Zp1BR5Eoq0NqYc5sAY5rWhQu8cKOMCHAbmmNiC46BpxFWtsvy+B+5Ddn0l0YPKZ2CdyzqTf7WJnzeUtyAyAqRivjDlr5FXaLXcyHplk4wlnIsReYqWOCVfn1q+8hfK5hFW39t+SZGliVwh2m9pAWKufVDy4Eicw6ErXWVJ4Heu4tzJbvftesoCqQgLCwsLCwu7FLtipGJijmfkAX45T64MoC4owwUK11wdu2vg5yLrIG03W9fPv3tnlSNWRTTcSFZyX4+lKh69bOzDFMALzAkyDpzrC2T05EiTKcn3sNzXJTTy90sz2GzLOrXzR2hLtuqVbYP953ZusmmSckQ4bt2Hqt4RkIpbt0q+kJs3y/IGdCfOzpaoUynz8PDArDPtcZ0yBjubCBDvnfvdKwequWZy/hj8AnPz2rrZzWFG9Mf1NJ83aEr9Mvk+YDRXXaz3bbTPI4ShHpPM9jGfwyFzDDRKlpsxpWtQoxzK1qrTgH6vZ8p07G+BCj2+nc3qHDz1I5i6XPkY1JMo2zuo7eq5fD4M3p6t9fNVPVd2Z0SW1qIAzG7KPoRoKlVBa7bSlfTQwtAb4szzFcaItEOO9ECP0uMaGC3oOBuu61VEomZKtoh5r8hJ0rMoquLu70X6T9U8SnY+FhFIRVhYWFhYWNil2JUiFckNhfIoXpvbseoH41Ns/J1z17vnmDwyMUYY7AjQxyWPzunnPplJlCN7xmK7ESznDVs3R5b7bjBPZ1GMGREKsKBvgI9w+3ZRm3x4XHQjNmQs75XHe+N24S/cvl80Hu6+Vva/he1HRwUFWCGbIG/dag1WNSI1GMHBidkWsekzzH22VKQbjID593xRfjs8JG+jnPvmrXINN24eoehy8gOgKcc3ClJxgIyDzKCamPMAseqZOT7EmpcG8Exn3yaHLoS2Fd9MJwO1HRIxtV9QKq61VZ0K7+n5PmI3mumS20o3RBlGPAsQnxzE4KPZcvaKsbbReiVGj7b0bjnKYOmupWYHxu+KwDY7OCfgOuBdnQsiuuiVk/PlNGXovc/cPUh6nD139cB5Vht90rRELMgJc4gTEY++IiJe8dib6le4CK880VdM9hyKsrjIFYeo59FzJ1Lr0J3BuUfyKBOIg0d3R9EhGgEzcRE7Sw0LCwsLCwsL+5L2lUR/jCMnGAE7MSc9wdQf7PHS51YP90Iuxe6SR2ntJ+qgWvqcOB3NhXLzeP615ZwkNnLkx5H9HAjBHtQkD+HV37hVvH0+1S289zt3Cm/htdcLUnHnXkEqjo4LCsCRJ5nOyzPMLS4Rq73lyBWoAzgUVLvc24NCHZQ/UyvT03C4qBbx8JzXbLHcAx/kCFwKRoswxwf3o2fGuV/11EZZYq33Mv1kd5hvZxNuxsgrCSTie9KqoqD19seoZ7HGzV1PtrxU+8OK3lrhgdqerXetXqVHILid3jj7EkVGbY6Kyk1yXAEXFjV+JYi8mo3Gah25tO9sryhLb5YVjdzNQ/DmIyaUf4DKzdA/zYCaUvfCZzIuvbQ91lvn7ldFFOzz8vk0GDGXxWUudrlUXDCO+IzJUxwxry1hzbaJxgn8dr49TyK05/edgVSEhYWFhYWFXYpdbe4P/jE54JmYD9TjpsaqA4RjdxHjfTlq8/wMx6YdDc4mh8vWQ6geBc7DyUrVr3dHD7yZKrPvve2ybMFqPgTP4M7dgkSstyWnxxLx1hzl3rrF7KQlx8e9eyWPBr3/LVjVJ1DmfIrcISdQ6Nwi18gCCMXREXOJlHIODgqqMFNlusFdpGeE0fEMCAW9BjLBOU+6QJ2YOfXoGGgIokeaGXUmwKWgtyN2LtLnaRjRHC4EKtI4HntKIfGCNuFVDl8eVwt7lWyEUKj3bvuQxrWbqUgO7wHmnMcoLmj/1JjxuIiPlJj0lEdInbXabwFF0KU9blQML0WrnQfvXLb70rsHMtCJfXd3pK+wdVS3XkNbUDzPQ9SAar7QqwAisdiHXgai28jVQHepfXS/g1NRn7Hvk+19Hj3rxt63ES9wSsPEm/thhN74egwOuTBLrp84uGAmYJpTViyQirCwsLCwsLBLsavlVFw41zwiU5z/s51ewsoUVOGQBB187fZka/SHnZOsA/RdJx+azUyp83sXeAwiaTQ3X0f88MbbsjyCAubrb9wVEZHjm4fmXA1QgEN4/TehBXHvbkEYZpjfW56W6I7Hjz4XEZHPPik5Pz4HYkGkgggFo03u3C0cjQMobzL6oze8eHInyho5EZzPJELBSUnGtFOBk2UvgMq0yFjYdfAqsvWsNKDbeUseJRt5Hq49iKRRo5hSwhzp+yuvw53UI29h18qqB8bnaHVcGvuzTHl43nFkOV2ftT03yv2yc+9asosWGLV3xyfo3esx6W16pGS0324Pu75G/aDf9nW0dVc+1IQWxKR5PsnoPuMPqnyir1HlX/Y92E2zPxPh7Xu9D4335utZTGWmkIoROq+Vn7hmhwCNynHmtTzsady3zRU6UvccEUh8P8YjQqciLCwsLCws7ArsK8r98ZKmg8Hdkz27B9sjyqr71XMfJowDQIdQvLTpiNNKzyWnUlnjjKWu93Y+s2m4D5GKsv3OvaL1cAyNB0aaqKcMVGAfc4mMFpkDwTh5UbIBnjw7ERGRzz7+TEREPnjvAxERefhZQSzoSdx/rXAyXv/aayIicve1glQsEP0xZCRP3S+due3prVDHv1wbI0uoCkq+BvkcVMfbMiVB71nRzitKth2ouhxrogxoep+Dmo+QsZfzqMb7BYvie8FGiqgX6ZXAeuf1en6DdhWDiXC+H6NoM3+s60de9hqqB+0hkN110/fHRRf48w7XKopojfej73zUBYv2/bz3/icn/40xT5Dnb3H7FtlUa5bTldar0ftL/QnLh9JehHmWJpuCu98OPZg8blyQXWX7mNy79sLjpKIWeR1H/Oy2+hzOz7IcSEVYWFhYWFjYpdhXilS83HhTxh7BSx14fqkj1iyLdnNj46l2jjQnEA8/gidqQP15aExwvarHYdS83eoIv6OGQ7Zjv4Toj/2DgjwcHFAhjnOFFl5RrXuMqkGKlpOnJbrjow8+EhGRjz8sy0cPHpbzYyR/81ZBRN5++00REXnzrRJl8hqQi4PDBeqFkW+fBxr1WmtcJxCKjhoY9bpFRA6QQXABbsUe8pnMwddQD2IkE7cbHRgpZrrMfJ5jYYv4sjDVqKDy/8hrCbtORvSgZvS0E9m+ufj59KpzwcN9S0iT/B2vU+HNRyl4Sj9REp+nRM29rz5fTeUpuH7RF5PG15+8Oz5CN77sG7H7nac0EKM+iEyQz0Vj38tsqVwOaSGaoXNKHVX78W73fh6RHsEG9jsyhdpU5dPe1ss1OvPZUWBNH545h29R/ps1aRf8HEhFWFhYWFhY2KXYq82pgNVIDGyYGEnt0j0/bx9seKn9PGKh6nA7aitSNfTNfKkMRo2OBEwvqB/EqmdV43TMYnAqZlifKQoCxIJjRceq3gB5eP55mTv85KPCofj2b/yWiFSk4vmzZyIiMkeejbt3S7THN775loiIvAWk4v5rJerk8KigC0REsuTR9VEpcLspI+3VqjCt12ubV2SGayBCsQBju1Uae1k0zIvCKBsd6fNqrac2ntv0nt2O9jIxIvdI0MvOZ19QbNgrb7aNVRXKYpWt47xNF1GRR1FtaMtNktRbHRu/nIJpRwqyUssc/v6yiSlH/ZX2a1TDLFuZMZnld11fc2zoNsud0PwW2q9xu1XYnERrWDf0GZ2Wh+3aHyLaA/wscTlGiI6uViuzPfUiSSPZUDcgyRrxQ8HT3vXNzjzyPVI81e8Ey/VtxaJjygkbZdvGJQ4Sc9RvDZ6D5/r0o/gPu3CEnsopOr+/C6QiLCwsLCws7FLsK0UqXtZjU62IOklUtp9TwEWM4t+xTfA6vCJeT68EXAKqV/pY7aRqcElHmxzxM9rDn0M19JMdteoMGoaMm3X5/cXTkoX03d9+X0REfv3X/o6IiPzq//drIiLyCfQpVqszERG5dbsodd5/HUjFO4VT8bW3EP1xv+hdHB4x/rsiFTV7YfkDgISs1mXE/+JFiThZLhEbjkvY2yuox/5+0aeYzxa8mnK/Oo78ySOBt7KhN8RMqlNzk/SCyDNxN3dHqxwhES/ZlPwUpeoZXJTmL+yVtBpI5Fnwbq56hApYL59tt2IAAxxiKityrYU5h1fUTHY3f1g9Tz3h6Axuh50FVGCE9a1cMyIHrUNzub0BR4wIjqId7pzs32o+H4viTPFIqkaHvVc05kTabLdm/5Y+djP20juNtrDZp+u3yEWVudvm6zSAu3CtOPUklOSgb/88fOefm7rC++T1Q3TNtzUgOmKfz8ta9G5hYWFhYWFhl2LXglOhnALd4OajLhuF2GUTzNgRmddzKahL0dpMrJyL46g5a7bNvkZGIEwjdbvnR3uQK3wABPkZGIjL54+fi4jIJx+XqI733i06FJ9++qmIiJyevhARkb390hyObpSojre/XjgU3/rBr4uIyGtQ7rx5B/k4DhHJglbUp6HmRMuNIiKyBkJxdlrQkufIK7I8K/OZRBpaqHwugFDMEC3TaLw4vRU7XzhBBB+N/F+W4LzLfETQOP7b72/P6csJu242hR5Mefveu+Tm3fwez4Ea7jPF2xlFZ7x0TB3rYJFVndNXBNXzP+wfnluWJIt/NTW3h2YjdX2hn7N3l+LryCg31e3pHZINhIPRHlTzJVLSAy3ebApKSq0c1rtt2xoppzo49ppYVfbJjb/fDqHQPnqkq+M7CY9A7LaKLuxGLPIgkojYQaP3E1WphaGOjVn/st1UIBVhYWFhYWFhl2JXm6X0C7Lk69ht95BpnO+97O0O3r3uTqLhvpPHXTSCzG5ZjKHRbTMYQcpwlIh1og+50Zhn9QLUGylDbnrvJFuQt8FB8HZVjl8hp8cnnzwSEZH33v1QRETef78gFU+elFwfnOO/D4XMO/cKIvHOD3xTRES++QMFqbj3OjgUx0VBs2VSUvAaVHOj7+v98kgFkImTFwWpWINTwRvCa6OC5gws7JYaHH5+0KMA7vmN48blXNvZRqeePRG0KT2LKWck7Foa3xPPgh+rXLp1seu+p1CGfxp4mhc0msm+9EujYLbDS+5aL6BYDCIzBvwQ55WPMqpOajJ4JMed3OUSIVrAYDk+JyppivatpV/cqiZQ6R99FETTNFIz0boPgVJI6I87797XVVcdouOQpUrJICrv0Xn+7hCKCQTFGq9l4uOmJ3G8EHv4IJLx/DYWSEVYWFhYWFjYpdhXwqmYyu/uxz9jkKEyjM3+uwZOF80xTgzaRk6nDgitV5oneB5ewZHrjTLAWQ6WTqWvbRvBlF/VZFe0g+qSBSnI6giUHTAAl9PT4v0/AZfigw8/ERGR77xboj4++qisrzGneIzspV+HDsXXv/W2iIh861vgUnytcCxu3y37tTOOfDEX6TKx9n2uWRbhBWwQ/rFcAqk4AVKxZvx3wrUhPwmVNFvm/LCM+WpELgYaGcM9eQtHTHA30h+V688w/cuohb3stHbYtTQfaTHqSvyc9Mg93Q2vpdQMynReu4/yYCSEy1I6qKWvlVu3axVosPvXiDvv1dpyhlErLKtx/fRUDg+v69GoSqXdXs+x+/5pVBWUNJuZRyqoXkzuF/ls7t5K7Y80YguosHK5FDE1q7VKk0iTxam8ZImHhGo5E5yNMZRhd7CF7qxj/R67XC38o/EIxvmQayAVYWFhYWFhYZdir0j0x/mEB696OOUA5px2TCk66GG3I3ux3Lmfqx/V0RXEUTZHwVubjVPZw7wm1aZopc3kSpSdlDPd8HHhd0Z5bLAfvP7HjPb4qER3fAz9icfgUDDihAjFG2++LiIiP/hD3xIRkW98syAVt++UnB8HBwvUBzXpiLqgNi01HxRSkZZzskBPeN3rFTkVRadiDeSChS3gXewvgFhA+2KmLOtiOojG0qMEOvp2ev8eqfAO2K4x+EXAw6jtTLTB4FZcb/NRCCNv/XxqjdAT1MyX7CpMq7N9XD9ySbM5ZnSuiTqMauOQ1inUV714no+Kto1rxIPjal4ktnvHP+DvIEFQe6YqjdrMnznb8nz200Yj7IhU2Fwf+t555MPxQKqScRYG6zHajHwNFjHWk3AIRP0B5diOxrcgr9ExNs/RcP2Yz2k03F+vb6Jod0RynSLRMM2pckE5gVSEhYWFhYWFXYp9xUjFRS6bc+0ugBMKu3ViKHj+GcZ18kP+9JLljti7HCX2Zr3WGR74IH8HR8MdOQrQuGc49TYzw2c5Zr0qvz9/Wrz/Tz59LCIi771Xcnk8fPRERESW4DUcHh+JiMjrrxeuxDvvfENERL4FLsWbbxbFzKa1/JEtOBg1/tvPmWIuM1X2dEUoyrHUqTg7OUGZGxxT9mfuDy5Vm4PnUEfLn7sss273bcvOkWYf235eU/zS2UWtp3Q+HhL2qlv1kK3npxlAdU+HArArUdfbopXcnvt+kI2S7dOu945DUbsjz32wap+e1zAC1xoetrt8vsd8H/meaS6KQYmt9gPt6LdhFTU/EvkhCsqAP+U4FIyQqzwDq07cKLfCvesTUSaT+TpSRYF9DpX66pZ1XmFG56wRQuK4Lo1/93e3mRHHbyRyU9EUFIzdHS8kDfEC3pdS263n4XD9AojhZfV1AqkICwsLCwsLuxR7RTgVu21KMXMaLEjjP0eTV65st7+PLBlp8Y8ACzsfOJ6b9CNN773KaH3sTcBLYf4QqE/227J+elJQgAcPCiLxEbgU7334sYiILM9KpMUMGT/v30cuDypmfqNEeXzttYJc3Dg6KOWeIkIDCMWmL6jCHHyHxQLNB5EXnNJMqeIEHerIqI+z0zPUaYlrKqSL2aJEtDDfSUUo3FzlyMnnflOogLXsPMAd9Onh3rYsBTXoDUydA0dNya2GXUvzHm5ybYd9heoleCRC2w2PsFFTKYskquT6tsfFVAQF02S494Tnpk5OM8GlqMBsMnVvyKnw/am79nqedlTXmonZIjRb8MxqPiTk93H5keh1Mxsz0YAt+iPVm4DGzZ4iJWKuPUH6t99YtVDmF0ooL+VBv68oSDJLRaRt8uRBfhd3u+oDmjCLRNXn46ELW65GbGT/Qx6fu3En56pDg6dsmP/05fYLCwsLCwsLC/sd2CuNVNRBofUMX25m5+XKHm13f3jlslH0h+Ne1DEcRp5ufz8fy1Ek+RNN10tDxUwqw7WcCyulMGPeyUnx/h8+eCoiIu+/X/QnPoAOxYOHRUnz5s3Cobh/vyhl/vAPfEtERL7+1hsiIvK1N+6LiMgcc26nTwtC8eBRyRVyuizoQoc4lJu3SvbSG4ge2Tuw8eBZks4Bb4FUrKCkuVoWhKIDl4I3onpSvF+Wi1I18+3Infs36hU5rsSY3/7lzbeJqd3cz19USTbsFbeRt2j5B4zoqrkvsH0iWYyicY1UD1h1KLjPzipo4VWF0i0zs/funnuvxQBlQXmde9/Y97bJcp7aEX+hV6QhIQqj6WwejQ3efZ9zQ/P7oKyuszk8Kr/EXYNDRlSvwn8/HApdkSQxv5e/7f2peKntd0aiDg6VGvUZ+p3wyKv9xk0rpk6c13248nCXUf4jz8eZ6s8sqqWo8AVdaSAVYWFhYWFhYZdir3TuD9rvKKujE5iY5mNcVM7uzZNx4W5E2md3ZnrUjuWbJdfoCswBciS5gRLcGXJ6fPgBuBPvFe7E+++XaI8nTwq3YgsOxt5e4UjculW4FDexnCO/xslJQSIePH8mIiJPPy/RI589KOVT12L/aB91LfXZPzjEkl4LMoo2jWRkViVLmdEfK3ApVlhnpkDyM8iiVg8L68q8HyVpwWqyywubmvM2K3t++ECn/MMpLoU/KT0nX6dALq6jecS0bnc7OnAsu2iPiuj5w9JgK+fgR43n/DrqKUYkCFMXn4+DWjhEQXtVmYR32jAaq+zXNo77hPex6/qqZ5OJNJRjqZJLRctaJ3j/KHOB/VLa8GqwjnODd5XQ37TkdCHXB/MFVe/f3x3PQ2AfjUzJaTZCAiqFxL/7vD9uu1sf8Rt8FKDja9Xj3H7+Dxftlo3E5wgydZXxV+LajJsZ8EqyU3a10x+Tb9/u1cs5hy374lNM1XH3B6Wu7Z4fUfKWwmaE+BjqZQcZTWqk1XTfELmCgNQS4ZhPIW71PkJGv/1b74qIyGeflekOJsyZzdkRzFHDcs4lkng9elTEsHp82B98VgYnDx98JiIiT56UwcXefnnJX/taEcm6e+8+ro11xqCiZdIvkQ0EudYIY2UisVMOKtZlnSGlNblPqbsOJnQdJKvM+5ftkhCmI8zWl9l2YCPo71zVIN8mXnZQ4CHOsO8Jm+yMd5v/wGuo5GiqIitRnCBynylj35pjauG+/fOc3G4/+o37GKmzxWkPCnT5D4tzkjYdwst7O3AWEZkvysrBQSFfH4H4PWs5fdubOtOB6NjRqVhTb66JIZEqpdWwT0A4J9997L9AxsM5p5Nx3zlU0fO4r2yf+/oUXLfgpwJqGe4Zc20Ujr57PssPHqqN5jsmjvfWD+poxRTHRfiwYLZTbv5iH+aY/ggLCwsLCwu7FLtipGJi+/lgwBczPxK/qKzROacO0KG6Ow/XJyBxdxhDJmdADzjaprefpFHyE1HC9bqM2J+CQPnxx0V2+4MPClLBBGHPkU6c8OHeXpHZPjsjElGQhyX2ywihWp0WIarHD0u5z55i+gTowf3XCzLx2hsU6CrlMz15O7Ppf7dbkbOzDepUplaePi/oyguIXnH6QwiVKiRpk/1w2cFja7L1VizcV72fQW55GdpUMrtxzvvxsRcjFOftnf32AAAgAElEQVRPi4ySmYVdK6OUvjY5N6VKG5ONs13XPemx186kImodjvEpyK2nO9WktA76XrAOnmwHlBEX1WrBpV8igVwlsGlMykWJbUYtzhrZWxRk4hAIxfHxIYrEFCdOMZuVg7YuWWDumISQfURZqCDVln0GqsI+Q7sCCHXduoV7wXsIRKPCyKZ8fZ456w3q7e1WS/7++g+DhpBOzMf2ri34mQd/IrEdm0q7T+T6KtfiUHUX4qv6aGlYckXRNVEkUXae4oLuK5CKsLCwsLCwsEuxK0UqmsaOYerY7bI8t1zLmiryJSW/J203T2e0zlHhjGTLRIEo8hxAMtIkYRhFdklePC98g88pu/1xQRg+/LBwHT74oCATHyOl+edPSkjpCvyFFTgTTDf++eOCPDBJDoGFviu/b1YFTdhuVma/+/fviIjIm28Xkawf/d2/S0REvoYEZEeQ+yaXYrMpaMKLF2v5zrffE5HK9/jOb5e06589KGjIfK8gNft7pYy798q5GK66f7iH2+K5ECCEOXJVvy3nJp+ExE5NNkT5XB3J2/C13Q1mYj7zJX/2ZU4R/cKuifnHNuXFeifVo5W6427+T/mJKIjlDumpJ1KUc6smIXR1Va9UiZhAAgfh4OZaxKKQ/nUhAjJDuvHj4yO591oJXScH68adQgxfon948Kj0Z1us57bcsCMQylf74GsAblmDj+WTm207y8WoiERC+RtzTzR8H30FERHxSdOkqQTVyqC092WkXng+X5BrlabJcsmtm7jBWg9buoYtkwfi65X///a+LMaWJbtqR+Y5Ndzp9XvdjXFDN8YghJgExnyCDUZIDAaEbCE+GjMZwQ98ABaDLVrGg0DwgYQsC4MAMxswYAQWYKD5AMQPCJANQoBo2na3jWm/fsOtqnNOZvARe+3IvSKjTr3Xx3Vv9dtLujcqMyMjIqc4e6/Yw9Cc1Li1qo3LTKnfLcllvXF+bEeMxIKpCAQCgUAgcBLcK1PRWM4q+oIPe1QcMbrI/UM9g41TmHGsNdgGXMF6FllbY91KVYv9Psvrajvxoz9aGIYf/MFPaVmYiR9WxuLNN94SkSrxzwe0tdc+dM1SJXN4Ugxkv5B1//l5eR1eeaTswQdKYjEwFR/+SAnn/eRZ0SjgBop1x+vr0u8bb7wpn/50GeMnP/lDIiLyYxqIC94gYDmeaQCt93+w2G08fV9hKs4vi/tqQupyBJVZBNkpfWPdzyd7stDHbCUNBqNZW14BnqUJ+KRT0oJoowmQx0kwFA8biTS13vM0XdM8LjqU1oo9F85hF3SeR2ZOPW5r6mS5b7u9ZmvpyRs3Q96v45m8XQhKXNuZunM+ffpEvvALf7KIiHzoI2XeOH9cbCo+/aMlmJ7ZjGmXW7iTa6A8hNF+rHOAHGC/oUzD7Me28AfRsRXsNDWAMRJgOHZlvuNw4BULX42ODVYmY4tKHHnjBrNPSDRHGAPEzAR3R4wUMSj1Oft2sns3cS4NsWEkuC9mydbnVEYwFYFAIBAIBE6C+/X+aNRG3d2pnknzO8oypNSub3fO7Q3pltZvr0cCP6TqnMiCFkFizCag1Edch5ubg7z+emEgfvwzJRjVj6vNxGdfL9tvqicFpOWzM9gfKEMBw2CEvjZbFrLnUBYA/uNPnxWN4oMfLPYNH/pwSYn+BV9Ywnm/8lphFRD/wiT/63KN8DJ54403azIyZSYwhsvLwnJsVbN59bXSFzxMnjzzTMWoycsQ8tcYC5a2B782WZcmky/Xl0jX0TAUdODOYMk/ZPmHiM7y+i2hlfX744Yopbdp2CkvGr/9DW2Xt/U74Mxf2Z/AtheWnhyEoM4pExi/2acR4HD6CIJVPTZu5Oqq2Gi9/nqJg5M1qN6nf6QwFT+uNl4Iw305lvlrUsb1uXqMzWBg4Qan11ITi+nP18HPqZMyHbvnhamYthaZolTfTTpWDReu7afFHFGnDc8oMLFjMwExFKzV17hE5M1j7fl3opdE02J3sL3EChnW8C8Ne+UvZmjSrOv+wSeMHI5MXzG7BQKBQCAQOAle6oRiXbCh7BLHlMg7KpmcAv1og2beqwyFljOlS86kMc8aznqv6cxvbnaWavwweX9sWFifnxfJfrMt5aWF1i31BvXGQLjaXBPzluNIvKNKChgL+JO/9v7i3/3Bn1xsKp6876lWJJsBaDUzbDbqeDHGZ8+eah+a0lml4bPzEuPiVbUM/4CmXX9FvT8e6Tos2hk2YCRUUvfRhuuaJaTqjhX1HTmKDo6wVx2bn7Cl+PxAJb/0XeO1/WPPmfNh39ZJp04mb6i2C09h8Do6PCQG0kLNVgMxHsiWACkDYAzGcTCg7X/2jTfl8IlPiIjIp//vp3XMpc5ztbl6Dm8O7eNiU77xUZnUvdZDnAowFpwwDKYSljqdJoUbtcUwuywFxopyppu9Sdsum1hvS28u4AfYeV69eDlNO6gONqZsw2OD7SWGZaYzmgOZURvIvobpjnp2+Qv8dOq8e0AwFYFAIBAIBE6C+41T0Vl77Mk9XaH9HhS/u3dBoyR/b8tFASnbrIH9GttWNfHpTOTRJRKAQWIvWjyYh8fKKMy2zpdcm2A0NlvN+WEJjeAh4ZkLXMLl5Zn2W2wnXvtgYREQGQ/PAR4r5l0yIW+HRqwbBrl8VM559bXSxpOnpU0kA7q4KDYTr6i3B+ph+0JtKjZbpFWHtwdYmey2gSReOm/SJJNSWfUFL7UnWdEuSOKvuJ2h+Fy4kcDLA7aS7xEPbLdg51NDNVbBsoUOA0G5tu11phgLsIGoa/2+BJuZKtWw2u1AzKpZf1hU0ey2Z40Pc3NzIztlGNJntWkwp9syJ+C42Taksn2uthWV9LWwuHrNsDsrTMcedmuwtThD7iH99nEcBAaxBmgf3zxyi2RJZutmUSRnP3/U6J2+YhZ//zFPde0QjhKofm4XGrvNRY2NTd3Z/y3De4qLodg9yO3EdjtHfhyDqQgEAoFAIHAS3C9TYdojHeDQcyQJmdU1id9rVtjN8qZFYiSprVE2tV7qSHfUcBNxrRoaiEiV9GvkRlgsk+WyRlQz+4ZNXc+DhwS09tfer5HpNNPnTNnlzEpXPSWg5fMaIjIMwqoaDAP8xR8/Kf29X20rHj1CynPYUGR3Hqcy3mxGs89gjwfkJbnUa0KciqdaghU5g9eHrofWjM2+70ZipydnzAb577e172JDw2cxQ9HRMnG0yVgYeFhYZ64wNwzHVLjjaulinlpnuTirbmUf1+07MrWD97+JqKn7D/iuJnzr2uzgw4SOg597kFk5zbPMNGHnQyl3h53vW702DvBoGHf+2jW+zjhiLvD2IKNGuqiX7L3bOMW5RdS09OOe2VjTsWe6r2a2QY+6YTXJ5qQeZpbezwmJ5nR+Z6qtB56rZ3Nk+f7Q9MSRXHMzf1HPnKL1jgimIhAIBAKBwEnwQrw/THqjLGnAXe1q19vmRrwGWiV2ojR62eZ6vXc04yote43D1iLJGwSeGsgOuNkm85S4uChrjE+fleiThz2YgTKGrWr949ZL3FAi4IIOzxL4Zd9gTfMAP+2D9o1+vW0FImdmaAbGVHgpGRlYz8+3xjyc6zVsN8icqh4ryn48Vmbi8lLXU+GnPfj1T3iYIDro4QAthXJ8sCRva8/icQfpu7Wd6J0U3MN7ATNRrIMpsWS3A016oPeFJyGOYJiW+9YnxdyZBW0+s8iZfmwya3wEfF+yPu8NqmdCQ09kIzAm/51VJwZkMB5l0BtjcSy1zn6Hbza5NkbEbpjLfmM+zT6klBvMlcpc1PqekcAcsVH2xKLtol+LvOlZAvOKSOOChFq3/+PouVyh5mwRV2Z6Z2piGGIs+HfC4lvwROa9d+rPWjtX2Zga+ovGKr40xsee+e3zXTAVgUAgEAgEToL7ZSpgXWvRJjvrUM15vOMO69+dg9WmgkTHNlg+DcqvZbZZ5Xz1oeYHdM1V5d5rAsu1T0j6my3YjPKYzs5hh6HrmOoNMqi3hy2BIfLZqFr+VOodDqXc7Ubd3upx9dpAhE21xYBtBtbtYOGdSPyu8TMKGzEMQ7XnUB/yrcbU2KpHynaLc8o2vEIsH4nlRAE742NhLGNilPqsGfDz8vsrozG488TqrUnk6xJ6x0mk1icPoMBDBd4pLViLJaYCn/om+Xcsy7r2m7OYt1g2Gyyc1NH/OqwHj4k1Z7f2vkDDzVH8F7QPNgAAuzpuNtYmMghj7GAOwJyyTgxvMmMM1DYCXhnoY7J6fqxD472A1v33Z+yxVVNGxKKGDgtbB8/wgMHJTV90TUfjUGg1NjDs/m6BsSAmit7JYcHM2zXM2fYtO+nOR/RbOFd65dYxAsFUBAKBQCAQOAnuN0upxWjwkuZgbIBWNAVvXSRaWy3qHbH1Sq76TppYPS919utRshuxtTDLBbK+Xp9lqQFhjU9rDCRxD9A+EB8C+0XPsxtcgKed6/qniMg84zxlQEas08HPW6V0ZQvAnJhUrO2ks3r+VlkUMDObDRgJb3MCdsTYkOyZiJwPbn+zpsjaCLFYLNkj10EbMa/V9NZ1vxap+aOnfdz+zgReduD7K1sWy8EdXRzXI8ijYbEd1s0lJM913d8qzVSHYi2w5wKvh9f8P2AzvU0FCL86hiNvvVGBi3wlblyztZGJUQALg/tWY84QQ8GZPVH/4D3rznQemsba9xKc08Puidk9aMns5Zyb60cbNjfyM2Timrxjej9AbQ4PZags8AXuhTZrc7/eE4tT4pnbtOCgjF0BY4FXC+yKxR7x12D2NzxXBlMRCAQCgUDgPnDPcSoKkA+jdYPFeiKf6aVr1gwyRbgrdcjKmdYWfY9NVw3Yp7eV59HfQPVYLPZSdWVjqgYCyZ29Kzj2vZhWAdsHC+smIiIHsoo2jQCRL3G22WCAeUCPnqkw4oM1LvJ0SVXONgkeEv7glRBJ2fvFz5RHpIkCCg0N9wRxP8BANIyF13bAoDRgE5rcvgqsBc50gK3J+Tx7xmFb8UCB70wZCI5pQ0opx7zBO3zgb163SnwHb81f4etWJxHtwxgH9d6ANqp2CTOy+/qhWkIHy5qsRxCfwt5tyhGSh8WHUochWVKNhaGNsxdIjXJLl7hoQ6Rq5XsjXHXeQXuYBnV+OvRiRVA31eECczOzLqnO0+QSUZ+1n9+ntN4ZmNJqkYIJUO83TiNWBmfYbyb1i+2p+V1a/u6hD0zw3jYiD+PizHpf2CmzxlrSvhv3EY9gKgKBQCAQCJwE6ZjPaSAQCAQCgcBdEExFIBAIBAKBkyCEikAgEAgEAidBCBUvMVJKX5RSyimljW5/b0rpa95FOx9JKb2VUhqP1w4EAoHTI+az9wZCqPgckVL63ymlK33JfySl9JdSSk9+IvrKOf/qnPNfueOYfuXivP+Tc36Sc55uO+8USCn9iZTSf0kpHVJKH6Njf1TvE/5dpZTmlNIH9Pj30/FDSukf/USPORAIFMR81h3Dl6lA9E2Lfb8tpTTRnPXl9zWmlxUhVJwGX5lzfiIiXyIiv0REvp4rpIL3wv3+HyLydSLyj/lAzvlbdDJ4ovfrT4rIx3POP6bHf+7i2FMR+T8i8nfuceyBQCDmM4eU0lZE/qyI/PuVw/9uOaflnD9+v6N7+fCeeCnuCznnHxKR7xWRnyciklL6eErpm1NK/0ZEnovIF6eUXkkp/cWU0qdSSj+UUvom0HgppTGl9KdTSj+WUvpfIvJrl+1re79rsf21KaX/mlJ6M6X0AymlL0kp/VUR+YiI/COVnL9uhXb8UErpe1JKn0kp/Y+U0tcu2vxYSum7Ukrfqe1+f0rpS9/BPfgrOefvFZE3b6uXitPzR0Wkp6n8MhH5SSLy9+7adyAQOB1iPjP8ARH5ZyLy397pPXwvIoSKEyKl9GER+TUi8h8Xuz8qIr9biub9CSk/ogcR+Zki8otE5FeJCD6srxWRX6f7v1REvuqWvr5aRD4mIr9VRJ6JyK8Xkf+Xc/6oFA3/K1Vy/lMrp/9NEflBEfmQ9vEtKaWvWBz/9SLyt0TkfSLyPSLy5xb9fltK6duO3Iq74JeKyBdIX2j4GhH5uznnt0/QVyAQeIeI+UwkpfTTROR3iMg3dqr8IhWa/ntK6Rsg6LynkXOOf5/DPxH53yLyloi8LuUj+zYRudRjHxeRb1zU/QIRucFx3fdbRORf6d//UkR+z+LYr5ISFm2zaO936d//VER+/y1j+pWL7S9COyLyYRGZROTp4vi3ishf1r8/JiLftzj2c0Tk6l3cl78mIh+75fhfRJ8rxx6JyBsi8uUv+vnGv/j3XvoX81nT9z8Ukd+sf/9lEfmmxbEvFpGfLkU5//ki8gMi8kde9DN80f9CqjoNfmPO+fs6xz65+PunichWRD6VaqjmYVHnQ1T/E7f0+WER+Z/vfKjyIRH5TM55uTzxCSmaBPDpxd/PReQipbTJyO71OSKldCkiXy0iv6FT5TeJyGdE5F+for9AIPCOEPOZiKSUvlKKsPK3147nnP/XYvO/pJS+UUT+kBSh5j2LECp+4rEMWfpJKZL9Bzov9KekfFzAR25p95Mi8jPu0Cfjh0XktZTS08WH+BER+aFbzjk1IDR8vHP8a0TkO7OqA4FA4KXBe2k++woR+dKUEoSSV0RkSin9/JzzmkKU5WgOz89/hE3FPSLn/CkpBj9/JqX0LKU0pJR+Rkrpy7TKd4nI70sp/dSU0qsi8odvae4viMgfTCn9YrXE/pm6/ici8iNSqLm1MXxSRP6tiHxrSukipfQLROR3ishfP8ElSkppm1K6kPJubbQP9ifvCg0ppZ8qIr9c+gacgUDgJcB7YD77BhH5WSLyC/Xf94jId4jIbxcRSSn96pTSF+jfP1vr/8MT9PugEULF/eO3isiZlPW3HxeRvysiX6jHvkPK2uJ/EpH/ICLf3Wsk5/x3ROSbReRvSPG0+Aci8poe/lYR+fqU0usppT+4cvpvkbIu+cMi8vdF5I/nnP/5XQafUvr2lNK331LlO0TkSvv4Y/r3Rxfn/xQR+RUi8p2d8z8qxU3r3VChgUDgfvF5O5/lnN/MOX8a/6TMZW/nnD+jVb5CRP5zSultEfknen3fcpd+P58RCcUCgUAgEAicBMFUBAKBQCAQOAlCqAgEAoFAIHAShFARCAQCgUDgJAihIhAIBAKBwEkQQkUgEAgEAoGT4F6DX/3J3/sVztUEUUJGkm2yxjrJHPMk+7I5nlb+TD4WSevrklcPzJpVl/tI49b1YMdzXt2WGZvZlRN53QxSQjkMw6b22AujkhNVyG7TLln7SDP2+3r12mYaC3fnb7wNa86LvSKSFteU6L7RubVvfw1J78OI0Bb1QVKJsQ60V9sd0nJrsXvARblxZL7Xc25u/4z7ZPfv9rH5uyr1ndDi6779X7znA+U8JPz2j37VuqscvjP+PhSINpn0nRyGzmNffj4873S+g5zxlvnvKVm50viyQf0eeH7K/pOXxkuw4zW4rJdtuqFvkeebYXDlNE2utGvRsaJE/TT4bxk98Zj5Gud5dv3Y9jzJpPP/Ziw/kZvNRvvEPK1jGEcdw+i38cy1POxLbLD9Qa/twNcorp+NtjPo+Zi38nTQUn+fdMx5pge2vA9WMvR9tWvx17Tdbt21Hg4HV/75v/bdqy9yMBWBQCAQCAROgntlKvLkJVRInKYJp3XpF4AE1JW8llIyJMXck9JwCknoQpI/MR2imoFJzUx0ZFet2w/rtlBekmRrw4RPq5xqnUVndpiVkcwN2GB0L65FCMR88OHmbhI7c0vdHrvEmlVlfHA8u3p4G4x9oVHmeXL9J2MoBrffhsGq2QpYAq+PmN4xf/tujTEceDiYD/vV/Ynef3sjU6JtbaejypVXmb7xzjfI71rzPndozpqhw2v/rVaPP5iW6014i+2GYO60gd2qbc96g2b9nZihxSc/VtPaVYM2VlIn3Zkpbbsmz8KAmUA/k84ZU54qa8Hf8oCx6lgwxgGMBeYl/+DATBy0rNc4u/rGHfPzQAmGosdU5CWb6t/H3gpAZdDK2EdlLETfd2OQcH+mhoN1CKYiEAgEAoHASXDPCcWKhDRgfVt1vcFkm3ml9kKKJkl3TSLqCO4LZR9SrdcucHwm6Y6176RrbdVQwbdfJUacN7ixZu6/GXm2v6utCc7ha1qXyKvpBP7w2nnDxnR06VbX8eeZBkakTnZNYk2QW+Vn6tto1qVp3druf/b3qBbrTERKk98v68iL52DaI1Wupiu4H55/mun8oCweNubDelLLyqL5uYQ5tBmvQYeRTSIy0BvJ7zHQMH7UVw/2hg6k9TcdEJfKU8VtNhbMkB557zN99KaFq1aP49CYwVBkfPt6Y6HdN0wFMUgtU3HQ7YO1g2O4C5PZXmmfzJ4YQ+GPG1Oh13QwpkHb098LPAdcw4Cx1bvk742yBcxYeGMYjNndDZv/jTUH4YP7OuI+e/al2qLc/kCDqQgEAoFAIHAS3CtTkSBd6bZJqKNnMFgoTsRUVEkIkumij2ODINuGZoxUzzaxHlpNmt0Zdc2eTiDtpdZvdPHy/6JfcuKoxxpNh+5Ywwp4hiElvsPUDrEMPctzIW+I2n1qr69hT3Q3sRwpe+v12jNrH1iDnK2GP8/fd7TP704zQOswNRfGWkNzu+0w9b24isXhwAPDYbdb3W8MReZv3SqISH9Ne1ktNd+c7wPotUFddjG8Y6aCPtjm88lrf7q6vRHbN0taPewN7DB5iQxkv8BMRe+eMVNxUKYCNgM5LxhreLgNYKg9M2q2dY0thb8mXAv6aMhiYyr0HrCNBK6NbSqIuZCFNxDbHjZMhf0elP0DeSexp8td561gKgKBQCAQCJwE98tU4A9ebDSts2CmNTBbl8eWXypzYnlfmPJSam5dHrSWb7RdQsyr26lhD8gbgY+mjjyXU6PZ9i+K7AYae4R1lSF3GI+exfiyhmvV2Jm15+WZA5aSmQ3BmIbkz6sj77EmQvVIWyTvENh2VIWLtUf038apSOKvM1Fb9DpLmunAoqXAw8P+5mZ1v+n0PaaC3rG580EvuTF+z9v3mdpuXrVeH54phYbd1DOmguK6kC0af8eSFxxKM1TP/DXTNxgH2BPM3sYuUVyKgewXut4NHbMQ8/A4EFOxGCq8PCajS4jBoTgSiePjYGw6F8zwHrQp2GiCUmA/2AGMScvZvEd8aTYWuXq9VTaef/v8farvms7BHLdi8OzMsfkrmIpAIBAIBAInwT0zFV6VNi0Wa1ydCGiJpMNqhar1lqIRi/rESLBUzH3NJq2SVm+n+bUz9qHm9nibr5UtaYc0NBbFNQKfX2drI2ISVUFGGZm0FGYuMBY8l3H01r8A1jybdV1THMZ6XzAUNhAh9BiiahtBMU06qP36a0kdbcZk+Y4NiG/cFQ2T1iKvFZKb8J2Bh4Dd9f0xFbavpcu0IHaQmdPVHpb7eS6gGmzbxARFzqvHJS++ZX7PmdxAjzSXgkGwaKE8xw5p9Tz+puvxZoiuH9hUmNa/GHriyZR+VxIxFPz7YExFL06RMRXKEuC5IB4G2U6AVYEn0syeMvbbMC/mff4t0+1m6cD/3jJTkSw20O1cRDAVgUAgEAgEToL7jaiJ9SISYOfVuOXtebbCZtteIl4KxiZVQSYc1iVzi0hG7AfGxBImpLfR1vcgzY06NK1P8Sqwf8o+3jxKyK7jMMowlr83tty2ztRwKcwOsL7SbCYdA/y0vW/2gDj0em1VW4GE71WPZSz+ut5JXZvW4Jmb5tkzm2X7Iel36reL0q75iaV1WUdOK8vX3Jj17Rk33s+O4vmIn3fg5cTu6np1f/3ebn+ubXyYfmsN00BaJWy42tg1t4+lsUdrqpFm3rAN1C/ZBuTVNqlP6osjOs6s1TMrTKxAS5boXE0sgo1DywlMRWNTseRgmXG1oA5uzDV/xujqDRbtc535rnN62ZpFfxcsuiiYCB2jRrmc9mAqNBcIbC0WkYRrPAp/5b3o0ZnmUPYQqtuj3IZgKgKBQCAQCJwE9xxRE/DSWWMz0bEOzixKsYSalm2ThA0BDkHYyMK4lspYdCR6k261nVG19cHChPprwRoZNGQo9xjOTPdimrKMgmhqGnHUCAHvs2yx7mmQVbKHxK4j8oK9aTMHXLPZVCiQSY+SkEx6Eft99et2/Q3ziqSORj0zxNLzZqMZ8jajO87vCMCmM9W6hFWxdYYj8YLrwmCi1szrdeiwbfoX0t7FiE/xsLG76tlU4B3tncns2LthKvgceo97Y+oMxbwRZrLHQv89e4jeMBZsXP22128IswCc8ZPnBrYxaz56+oQB9mLg35eGqYBHRc7VS4Me6jCsZyUd8Uuq92EcaYwYHKfNIAYKXhyWB+XgvT7AUEz7ve4nGwswFXnBVFgXzHDDZoV+b+33Qp9P8gzF2PEYAoKpCAQCgUAgcBLcL1PBWfu0bIRfqpA70nuGR4DvxJ3DIdFN4oO0RlnebJWpsdA3S4NSTKq1Q7sfUIIl8GdNja0GroHXp5LMWLNK/lryIk+rSGVTmljsJiQrc6D1R/ER0oy52HgfaYztoOX+4LWa2bLVeRbB1jBzql4XM57d7QyQecNAIxt8BVxLtaomLcaIIs8q8HNo/PmbHAbLjXV25FZDjEW5zpXcvqIeeHmBOBVNNmCu2GEVOB7AOnp0B15cZt6IueM+O82YRtxhKlYSRvhmmuyl2C/STODWBLOCzFRwPARUQ73Rbdegn3SVFqlZt2c/Z9jQMefrPDYd6j0xWzeyUxs0+vO4oTkPNnHQ5nU/to19H/wNw7xoXh92vz1zkYmxsN8xYiqs/sL7o7LBUo/JgqkwMGOBHwitN4DZCKYiEAgEAoHAPeCebSooloOWjbQNSZJjPRALwZzHUkiG5gtt22wlOKCj+d6i7w4rYiquz/HBXiNVQ/Ya89TYanRixcsgkvWxIADH4OuYBTC1WXMQ+CZnXfeD/e/PIw0AACAASURBVIbpAzpmMA5z4wkDX2kv6da1TT++wRiLsTIVRA3MGXHkPUNkfvGmIPjzKlOhkj26tvwjXhsBhoZtoHXGjiqWchtftPEcslNIu6P3k5dTg6l4mNhrnAp7yr0HSYxEY3PRtb24C5jB69hgUFdMklhExsPUqelZBWZuG++R5XTnp761Ubht9qBgbw/LPWEspmcCheqbhr2h75LzcYA1PvhyOkyy1/vCJMhmiz70a1Y2ZMhgJjxDwUxFQ5lShGF7p/CDAkaJImfy8+NIm5KXTIXvs9osEo3P73Py9h3CNi0dBFMRCAQCgUDgJHhB3h/vFutrdEthGdrgDutjjRAGFbdc+qjrdBuOHtmLhEZSLiyHD+YnvL5Gj5gOOAzpe1Sz4ZSqfzPy2cuItUNvtTzr2M2mQn2VudNRz9tu/GM+qBS816yL17pWDCk3UT2sG262ZyIicrHdlv10zyw2yFCjgtYhIea9DbqUZnGta4KwAB9tQdS3Q5bKtfQsVuUKekwE/pA7A9biNTKprgWTbM65ayo79TmpqIEXjLz33xmbDrTcll/Db00A3gVn1ckwnI2x6GmdxDyYkRcaWLcDaWwr6PDadtdDpLPb4uPY1OuZB4sxBLu17OuxuRs/jzZeRXLbYEBq3KNZJLNnm2c98M1XjwiN6TPq3Diwp4T/HVkk4tBN4jE5rgXZANbJH7YXftvR9oTENFOHqagZpddtYXoIpiIQCAQCgcBJ8HIwFSTxmxzVWJlCqvOa+/K4eS4gSqSJrSRRnhWt+1zLM9XCN1u9JQ1TgUiYXsufRX3XJ1/PRkZ5N6Ddn52dl/4vHrnxDOO2epBQfnvzr57gV62+ylP1TV4MvbUTsdj6pf5ue6N9KlNhnjDlvJv9TpYYlaHYPnosIiJPHj8t27q/tQ9ZoPG2obVC0wwQ1RNldtumQdj+GvFj2Y/lRzFhHFqOZxHMJIOH216BNDZBsD0R/4zZ+4MR8SoeJsBUNFEsO15ttULvwDrrsIqG3QALwswcqvvR1C0zbtKSh0QMRbP/yADzSp118rZug32EN5lFbtSxg7E1FpJszbhhM1/wTAVnNYVnGjzOpjTbeZR2pLl/YCrMdmLwvy/ImzQw49rMg2BL9LBlJcXzIdszlNM6Y2GBkHJe2Px4e46af+R2pgJo2K8jTMXLIVTQxebUMQhpDOF4+SNZwChbbtA2RiRH0aWAs7MLERG51B/IR48uRURkqz/uZtaHHw59iFfXV2UbH+ONChf2bGnM6F+DOW30B/jisggTj588K/0/eaL7Hy9Cf3t6D/dnmiFUkDtRQ6HpD7cuzSD8N4SHm5sSdninAlINHa7XqteGDwD35smzIkx84P0fLGO+uHTXKmnlRxoGRtmHk50pta8FoFGBKVm9g9s/w1i12ca19D6YnmHb2odiN75TZf3Xopk0ObTx52apF3hBgBFxewCTtLiyrefrV+Tmz16Y7czLH72EidRgXZqBcO1/LXlorY2fP78nGOfcfnKJP8EOuL4l5xK/zGjCgfhlDVu61nIzblxpCRJNucK9gfF42T9Ns+zTwdU199cEt/yNK8dh68qBwnjXFPJ+CbWG5yallJ9DU5IwwbETFg+CbdhrE6zFC/9RzsOcSYJWD7H8EQgEAoFA4CS4V6aiG6EUUluT4pwMcajeWpAsMAVgh0ys2sCosGjb27OiXZ8rU3GhTMGZMRUqzWbvsnPQhq8TQvZqEhxj570GwSFot8qQXGi/j7Xfp6+8T7efyQDjTXKdMqZiWmcqMNa6ZODFXSwh7HZl7G+95S2bYGyK2FtnAmm87ACb8+qr7xcRkfe//wMiInJ+ceGuOUte8LGg+5TxmX04WWYqbAkG7AtYmX0Z87Qr7Mper2GnbMtBdD+uVfurQc50PKYxNBy2jl03c27YjVbV6jEY/ryei3TgYaHnQno0GFZTcb2hJLnLUFSAzfXsCHeamlfTT5Zm20j8frtC07LBpaRlxGXfqEusbeU6iNmjeZ5TbHOY6Gp4SfWwjbl2o8u1mzKn25IEJS6DkbwxFYdJ9iMZv1MALmYqjLHQudvShmPphoKMIR5XZZ78r2MlDZhN8ExRk1wS7Euud9lKYyx8mw0rQrB3xZZ+bqcqgqkIBAKBQCBwEtwrUzHNflEykSYHNDYVJEWzlLa0OTKbBgt1DUMZ70q6Ucbg0ZNXRETklddeFRGR8/NiQLnXhC1Xz5+LiMj19ZsiUl1V9wcko4FxD9lB2MWUAoaZT54Ue4T3vfpa6U9tK87Oy3iGcVy4LKrxD7luDmp3MIKh2Oj6H1xJB29HstHtg2r7b7752XKesiq7nV6rJkzCNY7jmd6bV3TM5R49UpYF64d4rEjCk4fcMDQWJ2tGKO/SN15ALD1uoG1oWzdXb4uIyPO3dKw6xpvrMubDjbr07mGL4Y2+LLDN7F8iIrkWGkNFk1SJ3fispDXIZtERz4MYtsCDwth7bkyo9tAskPPxNWZhpZIsWEi/5M9DqttsO2EGnmm1HturtcMh26TlUj6NodGZrYLfXw0rUXpjSHbTNKZi9HPNAPs1ZQ3gUj9uwCqAqfDXAjJhvznIOJT5pU4BYCo8e9srG7dYu/ROWHSysegGF+sxFI2ran1gqfOs+BlmfnK0yYxFD8FUBAKBQCAQOAnu16bCmAqSUFnKhjUvu8LQeh570cxSpc0BWrTZYYC5gBeIupKq58Ij9cK4UPsAMBTPn5e1+isNEHWjWv1uj6BXPkUua6mwEdhs4PVR2n/8uGj7SaXpSe0Znr/93DxXcAweI5uzrdb17phYjzs/82l5NyqZX56Xa72C3QK8O66utc/i0fLGm2/ptZV6z54WO49Hl2Wsrzwr25D0cW/26nlxgOeGZPN2gdYwULpcMDpbvcZzvbbthWoXevzmqjyH/U1p+0r7fPutsn9W9iUjAFj2VtBVQ1MLbwpOxmYT7Iq3iobAwNqst5BHPXONsxeZrYsCDwEja/XkUdEFuZVXl76mYmOxv1JDS99Go43yCVYvUymuXOloFa3dxNq98AxErh+Zq4nvIzVav7eVYDdNDu89EGOB+Q/zp9k7DD7FOpR6TKfjuLG+OKhel6FA8EKzB6H7ArfZ5n51QCG1aXfDWBw1jBCRocu8st0MsWBkS3GMkQumIhAIBAKBwElwr0wFJ9ni8NPNOh1wVHms0p8Fg0FIV8hNylCAuUD8CtP12T6DtuFNkinudyOF8/o6hWkFS4Dw3ujgoPEVdruDsR95IMkcrIYxFGqXoMefPCp2GxfnWx0rfKdV61e25fr62pXYD7YkmQUxbo6OR8c+qcT7xhvFzuTqqjAde2ULDtNUQxOPUNehbZTyTLWHS7VhuVSGCPflXK/p+ds6VrWl2N8gLgXGhLHi3YF2owG5NOMPvEvQflUkWLKv72BPrmcvDo4WXN8Jbntd+wg8DIyNl4LijuHXTTO2HW2d3rp3fXfW63dHcIRp6Hqb0PzG73S1+wLtoPOqSKstdwZdberwza6zAGANxsHPg5wyfSB2FIEMwViMoy8Rdn/U+W4YJ+sXthPskTiOnvXgGBjVhgy/Q+XsyqDrNoL8zZ7ZqDYYZDdCrE21iVlPF7+85zwv9WyAGnKqYbmonQ6CqQgEAoFAIHASvJiImo1vLq9DAVhfHBZby3aoOVms/wx0DlgRYkcsMBminiK+gaUDR/ho70VQs/AuJPTVQSoQUVI15Z2yA7CbuLouTMXbb12bZ0m1B7HFeR2ben/oNV5eFG1/kCd6qZd6L9RTRWM5PH/rDREReeutYjuBUOO4hgu1a8C635lK/Aet9+Zny/mI1fHW28Uz4/oaXiOFRbg57GSicOWQtM+UmXisMS+wTg0L7Wu1mbiB98db8L7x0T8PB0TczNqO3iJ4vlCSMwvXLvA/Zx1vzc6hI6rz7kbLuF2SPxaRLvByYmBVjm3BjpzPYdxbpAVzsG56X189rw822mNDkjF7wHMw9WrRLG1H6ZXnUYpjkSQv1vnr6JZt2VjJQ6xXjuzVQd4csN9KGx+nYoP4FGrPtrEYEjpbTJijlP2s2cNqHftYS9uIfXGu3nxnVmr8I033QAT5IlJmaXc6eKZ8srQEPuVBhqcKWBqtj/fkgCEj7YEFVZ4W2Sv9O1RtIxrKTceILUrLfvQNR/uBQCAQCAQCJ8ALzf3Bck9N+II9tHbNa0ImWCbbHmALAcnaREYvUVdGgnNOQOLziVyy2hvkg98Pqa8qAp0xa4W9Jum6el60fEjR11fKVLz9XPYqfk4cFZLix2/Pvc3ERHYGyOGBfBmwndjdwH5Dtf4dUp9rqnNYR8POQz1hYD2M8czqCYPol5PG9jjsd7K3lObKJCDKHdYc9TbZ/gESvDI5aqeBcm92H75PSOwWJA6aE8WlALBWCg0NuWLMEl36ME2Lg+l36/t37qiXQOClxsCP710yFnersV4nL2p0DvgdxBa0Wa/991PVUm8TUJf6/Q4zMTOnq7SyOO+HXL09vJ0Ax5kwpoJtInR7q8zqqLYTYCgQt8K85jbeDqJ6dhzctRjDkoYa1ZhsKtAmGAkwFdhGcsU+UzEvD1u8HpRgVAdiKrLNm7MrjW1Rj72cFv0QY1TtMMT10a4PeHvC3LxLtyOYikAgEAgEAifB/TIVnTVpwPy3m0Vnv+7HPtnV57q12a8W+1rX1p5gM6E9UFRIk+7gVWCSOdKMq10DLc03KSUQH0HZg4N6L9ykooEPGg3zRm0qbq6vZa9Sp8XfIEERkv12y+t+BbBq3u8118fNlbZdtP2DxtgwewSzvoaUjDVHxM54053PS6aIq3FQpmK/uzFPEFuL1VgZsH1AHIoNrd0elMnZXRd2xFgUZSiqGw6kaZ8KXdhC/4hS2LOIbt+kxRrju7SJ6HuFBB4Cjj323vGeZ9jaed0+Ms9rmPP4RO8NxX0yiWBki30+zIDk9ZIbXOywnpnBIdsjMNMWT0KZB/Og2JD3BmwjlJkYqTQWZex4f3BETR287Ud5mFbiDtFvTrq9bNgrZkzhsTKPvrqyNPOkzC3Y5NmzyOwZM4N9QZlz66FTR+NL/pFcJ3lX96whmIpAIBAIBAInwb0yFRlavnjtNLE3SHUZ0OMsUenhlbU7s5o1hRb2CLCF4BIWrz6P/aJF3y55geAESGfVCwSsC+wc1N5gh/70vMEzFfvnV6b5WzQKijhna4YqlZ5t/GNE3pK95sW4Qf4StU8AU7GB7YSeB3MD2KHgXoA1yLmUIAtGta5GvhXEgJj3O2sV0v+5ag0Xylic6TYMk42hUFZlvyslGIpZmY/6Dq0v3HIsgJapmF090+xWhPAmq+g7ZSiQSbL37gQeFHzEmRbHXo+OicFqrIku6wH2EvWIkDhmoY+jnIGi6YAn14axoI6X1Ttr9dUuQ5kKsJWqnZ8pUwGPuIEYBmMctsQ8bGBTgQRDsMUgZoMyiGLI8B4ZF94mNQKwvwpmMCpD4amK1KaJde2Zl5r2LeatpucpS7zT3ynYq9XoouVaZp205w3s4JS5mLP9BraeQevPh9kYziYb3h+BQCAQCATuFS/I+2Ndu2zCpZN1PWsK1Qi/ri+CcYAnw8T+3GZTAY0Va/Lm4OvHYMt0sAZALTANov21Yylj9sYW8CI5zBqnYlD7CWUP8jRZ5EqT6M3quXR2oXEpHmkeEWj/GAtsG6bDTsemDIL2jVgZ2M7zYXnl9aJxrTA8ST4aJrLOWioL/WMcBvNI2epYn2iuk6ePH7mxIxYGvDlmrCFqXArbDxsNQR/oExI+crCIuxfmUQSLZlxKZ+3zNlQHH89ANNoK1ye0a5yBhwC25WqZh7t6A2W3Xd+G3GiDy2Nlh84Jna7aMfTG7JkHIxpoTs0cv2VGBWKVF/2zpsvfh5X6EY8UAdNsG8jbozIUFL0S8Snso0e7FGkT/cEOAfOV5Qxp4yVxFlDMeQcwzwfPHnMwk2w5P7z3hzHkM+JTFIzM8iQwGvpTjR8aMBIbMBUaYwg08pxr3A1aCGD7P5sK6VmaZyON5dikGUxFIBAIBAKBk+DF5P4AOhnbqq0FpLbcOe7XoUrzXrIUi+zI8Se85MjAWj/Wvpp1cRLzmjW1TgS7mTKFwtEC+9Oib5bkEZfi8aUyFZrr4/KyMBUbrb/baQ4OzeB59Wbx3tjvivYPO4UNrk3j2W/IKhuMxo2yBIjlUe8FMn/6eyOpagPnyPGhzMTlZYmkieidg74T+1nZlT08VApjkSbPptSQceiKWANbVsXapd5g8+tet8VI/Ede2lnwwnV3xdtVZ2bDWgum4kHi2FNjlsEY1V7smpXz2yO99/RuthPteVrOfh5b/yrqnsquQLP2dlfL6l2vAWN/KZ8FZROtOTzWI2cOFI8C+YWadomBGImxGDJsL/S4zfWLy8n+dwNxdGA/tlc22EIIifdGs5gPmPcxf5GNitmXwK6DWB1jypW9yRtlWbZgn3U/mIppXrg2ejsZJjAadozZJ5vPKGhJB8FUBAKBQCAQOAnumamolga6h47jL0jF6xqerdU1wQiSrQNtEIkMMRRUUkRkRkiYB9LCIYEiGmUPkGCxxoZInmYHYR4u3tKYs/pZRE/YO8yT7QOTAO+Op09Kbo8nT0t5qfkz4FkxIUuoMhJXz0uOj7fefL10iax8OoSt5cnw98weg1YcZ9iTeJanRiUtRw+4B5tRzsCqPCk2FM+0vDhHpDqNpaFxKK6vSoTRG/U02asXiDE+YCrI+2MgD4vBaB5oLWBR/PGqKHiNoq5xpsWdwLNFm+L6ZE8SXsdumQsJPEAcY5h67ECb6mPdKiNJqyV2z+kMpU6h3raLPTIG+i4yv6M0x/JcWzOM+vOGZRtGG+K7gXcF4lOMvtwSQ2FeID6yZmUokBGU+gFLCQbCbCvASMBDAjYVxGAMqbmP2Zhm2Oz5eXsYkf1Y61lUSmYq/PyFnsZMbAl5+g2I8DP7MqtNR9Z7Y5Gfx42xFq3HnN9kG59m/mIPyGAqAoFAIBAI3Afulakw31/LbOfF3BoZ02+3NhdeelzKVyb5qTQ1WZyIUkKbhqQ5kzeIxVowm4vOmiasgc3OoOyGFFy9DsBclNKyZapkOu0tlKc1a0yFMhBbldSR2fPRo2KfcH6OCHHl3J3l9tC8GddF+4ctha3TQTIXSMG4JqwHAuUebLBmqQYgyIyHeBd7ZHTV9rebrVyo3ceTJ2XMjx+XMWNpEB4qYCaujKlALA3NoIo13OpiUvbXxC+lsGvwdjiZ1i4bx35s0Rpzkd+Z/fASe8tUiB+LvZj+PQ+i4mGip5+xRsebVQNcZ7QcP3CU1fDvd3es3oxhwfIWjJbDA7YRnrGr/fh6iUq2G8ppMTJiKAaKK2GRNFfiRIhUb49eThAxmzAdC3t/jJ6pqLYTajOWqd6SqeD7R/NIE+8IeZbwu6NzKXILWR6m2f9eVIZV3P5qy+cZ10U67dLvBsyE/m4tImtadE1Ej+aMtJ0I1g1DgfoNg7GOYCoCgUAgEAicBPccUbOz5kwqHGdTA1qZfbn+XY5XfsC30fqECx1H3zSmJoynP4HHWrP+wSPFr1la6+aVooB9wzjIJitDgYx4Z8jKp14gWHs0z5Gi1U/7wkgc9kXbR5wK3CewJ6OObSSbCtPuZ7JpsYVYcdcEOxWLS28Z/EY5R+RMLTcbeIrAdgW5Tq5caWM2ZsKXyWwoMBY/pkRroML+4dpa39od+3OzXtxjzhrw4aAmPi/Q+GawNtvx/mhfl3W2bK3GO0XPcj+RLQQKiwTM3w3bUBhD4SNANnEuFn9XuwDPNFgEy623sRg5bgWdx1lITXu3GBE618KubaPz2wY2HGAiwFT48Vh/qWVGhecTijNRSzBCsKmg+YcY0zbKqI+lgflssEiboysz5f6wchirF18TmXrdtoJ/BHu/mccQTEUgEAgEAoGT4H4japL5e2YtkyT/hhZoBHt/wlJKt2Vws2nIro4xGmzPwVbTNuJMJ/h19WOWtbwNOXiCRwU0h80oW5W8zxExE+WFav9nyE6qHhSHwlDc3BS7hN2NZvhU5iLlst42Js0UOvi1xYEE2Cpl05UlL03Dwnk5dhGR7fmZnGkkTTAVsMiGHcbuBmNWpkJzfWSNV5EGZSbMG4PYE4tP4bOuZPOf17XLeV3Ozit/rW+3x5oMkb3GmQZrE8sEHhDYOl5oq2vnYO/Dun2E3+y9I+vzTPsOMiWKws+x+PYt+zLNya2HHdlUwLuORuWZCu+lAVsIZgZqREtvw2TbsOmyeBSYcIhusfP0GrX+xpgK9Od/9sD8gtFIUm0fMtlC5NkzNADbrlgkZfGsCnupoc/KSmupETI5jXaNvYFspZ59WUb55dhJvELQRkVpeHt/dH13g2AqAoFAIBAInAT36/1xTIYxcTf5kv1nYadg9RbremAaWsdrEakeEANJbWwJm4g2aax1zWcX1fx+O25Lcp6hmG1Nzmstw2Y0b48L9Zi4eKLlI7VPOFPPEYvuphlOb3yMhxlRKe2eYH1O3BhrTgKVyuGpgmU83CPTanTEZpOhDMVZGd/F5YWcK6symi1FOWunETNv1CNlt4MdiOZCgecLbCcGz1CAcaoOGd7uw3IVIHAd5+NgK272DqkVpQ+9T82iOe4jgXf0gxEEXmIMHHOGjncVuOZ5s23GCgvRNLbeRvsqdUZH7yq+fbAEFg6GmArrhxgK8/7QaksLBGYqBopwObJ3BkWyJMeUNscOyAIKd8SKubEBiLdDthVZKE4G7BhS6x3YRGCuabBlCeMnaLCVAff3vY4JnjDIrKpMBbIzT7hmtaVAzih6HgPbTyzGlCx2ErG9dpwZjdt/C3sIpiIQCAQCgcBJcM9ZSr1PNHBE8FmpSWs9CzsJ1kwHKify1e0tE+Xe2maPwWCpDu2wXQJdu1ld63mbYZDLRyWj52NEznxcYj1sEJdCL3in9gd70vrhQQGOYTCrZ4zVWy5XX3UMUVkVxLtHTA5tz+cLFRnVOwXMyuMnj+XyUYmguVH2AmuSk8UD0bEj18dUxrwxxshL1S1D0bGVOGa3wP74xlhMrtrd3sm71WqsNsK24kGiH1HziI3NHbw9rKU+3UF9dObQY1E/KzUrIgtNHCxbl1Qh2zDKI2G1cm7mOptxKXdQMqZVv/UdZmlvqzXa/YVHBLw9tDpsLYRiBFFeJ/McE396w3rm2bzU2IuMJ/TEZe3NtZ1p3jK7kcbT0c9LVt+8OgZ3HjPubnxk8NIwa9S3/YbRCkHDfUVEzUAgEAgEAveBe2YqCD3BHfuhSN/R6tSBRUg0zaI1LcSxGQevGQr5Rle/ZD/0xnEFa5a6De2/+jHXISGnx9OnhbF4onkzEK8CXh1mS6Ha/qTaPhbgkOPjTK2dkUsEo6xx6L2NQM3MV7b3agG90/o7aPVJGQplIx4pO/Hk6VO51KifW2VJkDl1Uk+USXN5mEagWouQZN4+etLQOtHgzKtmJu0Ea4/MIDVZaBcHVfQGq5S0TYsQ230xvcweDMXnB9qn3fKct9c7woJKy5TedQq86/EaOJZtizwT29gJJf/hNCzcPNfvBFo1jmHuw7QD5nSvGnLHmwP3YsjI7OwjMxsrYB5hPjMxMxRse1GZizqLW1wJjqzclP76uY/c/L5g7vDMttkzULNso2fzVxNJmE7MuWEojHGg6zbvyx7H0LwTtyOYikAgEAgEAifBPUfUfGf1m6UblgpZ2pYqUXLkONMeOBSj0SHMNTTcA3r17bNFLUmmE8U2MO8Plf7MahrsgGQ5Py8xHmCXcHF5qU1ynpJilzBpCanabCfgA20eGGobMSMTq9aDRTHYFB3UpGPaqwXyjXqT3Oj2xeNi83GueT4eaxbVR08eyZn6W8NWATlV4PdtcSco5j17cbSZakWv0a8BV+8aZoBobdL88UlDa7AilvPi4jslHjhEZ+Bh4YhNhVXrqnQ0R6z2wW3crhH3umrHsM7YzpaNuVn8LwVF2612Cj5ewzIi50weEsixUWMF0bcKBkNov5ajxWjwWUpr7o9SIlcI5g5kbYYnRx593gxpovZWuy2L4QNPOP192CqDCg89lMgkjfgS5plCnizCDIVe+2ag2B2Yr7JrZpGniUq7pFwvjdgnzjjbfQstNxfmTj/x9d9vGmMgEAgEAoHA54IXE1GT/LLb6G3rkhCRDs16uOS0ogz6haUmPj91xRaujcXssTV9tqhdWeoq29nth5Q+5Wwx8c+UsTjblvKgkTPnw+zL2UukA6ygLWlfecwzMudlz3hUCgn+28qyZC/x75QRudoVG45Hz56JiBizgsif5+fn1vduV9iNg5awoYA0u1XtY1a/7GH2WgPAUfS6vBIxEMxEzM37YSeW44jgmdKKtT+9O3Ruzzsg0UvZXbsMvNw4tqZ8jIHqRd+1w6lhKJp57FgXR60v/HdhrAIxFex9BZW5fk6UA8NYicpUwJ4AUXGxH3k1BouLAwaVMnsiS/JU5oZRM3LW3B9abrxmDW8RxPGZwZLqXGPZTGFT1mRAFtlY5lNcbjkGRgLluc5bZxvkPSKmwlKlgFWpUTtFFsyr3m8wFqPdf71XFmvIDbXOcxz3aM5MwLQ/dkC6/bhFvl4/u0HMboFAIBAIBE6Ce2UqTNusO0ppS4283uTXncx/1qQ4SNfZju9VOtvdqIaMKJKqrT86Rx6Nol1DQtzv91pPtXSsx6mUvTUJtUiik0q9E9Ykdd1uyogR79ceIaUjo+fuoPX04h49LvYT73v1NXnllVdEpDIAkEav9Zr28KQ4+OiRxlQkvy5XtQlx1zgMKlXjdIxV2xtMRNU1S5WyH6mNx2uvvioiIh/44AdEROTVV9+n9ZLslc1Ajo/Z1jdxX70fOEf4G43xWReTF3ba7ngi62g+oWG3jCVDlL96XtUm1q2fa3Q9719fu4R9D+qvr48HHgjwPdlzZQZqtfoCd7CpoFZ6thO511Tm93p1BHVd43imqgAAE19JREFUPQ10nGwpOnMyOkYqDMSOSPPcssE8aI6RgTkB8zjlt5jN8KoUg8WrAEOIODw6p4DBgOcXPZ/qjZJW9ydZ0baNSVA7NR0bmAWztbBMqtq2siiWqwNMBZFWuK8c8blSq5SRm2wp+N7mnBsbxiZzt/2u8sX6Jpuxhk1FIBAIBAKB+8D95v5gqZgsjQ3sEtBkBPUawrDYD82W1wqRGQ8Mxfk5MnaqxK3S8kF9pmvM99Ie1tg4TrxlxTSLY2+vUL0UYG2tjIbaJ4xqL3F5XrT/V569YkwApOBpKnUPO3h7aB+2JEjB8Ml+xKJFmpoCrZy8Psi7YQDzodeAa8Z64pPHj115qTYVh8PevD32mpWUrc1xDcb0GHp2Nbym21mXtj/WjWXmCeJ2xw5iob20iiavc68O8ejuICoeNrqaWscOa8kPrGL18Lo9j8VcaOLv0Gmd9fH6fXjvBppSF/EQfP6OaqjlWeL6bSSZLTMwfWMN20ITD1hezAmUd6PSIvDY04aqS13ZTfYHI34DUNrvi9pgEDswlE61iv/NGqgNMBfGYOicjYzNw9bPtfgdsttOk4FFyDSbF9iZKKMLmxcry3nV4WZxT7uxNIgNOTJDVbu0Y3F5fK1AIBAIBAKBzwkvOPcHNGnd6miXLEWbVNxI5bn6/W6QJwPZ4JAFDvHhYX+AU73PssVRsGhsXiK3IXKuEVr/44hpNYscNAFxZUoLS+qJJXftBNo22VIg9r0N1cbOa8EMXKsb+oIoqlbRIq0Pt5CXyDxNkhEEw9ZNUdLY6Rosp0AzRq3WzRvD4jit63Zyfqw0VNtrmvQvYo2BQX2SgsBWGhFZ8/ML9o3bd3js3eIGbm2cNm+32+k12tom+Xmt8YKjecrs2NgWiVjRNCxsFtiDxWxSGsrC1QMzAVYzDT4vj5BNxYjdg84xYHKVJYXnGdiFYYZNh/Z4gIeFDjMv/qae4bmC+Q2RgOd9aXsyWxQ0gJ/Ydda9nXa8R5+x01rub3R7D88WzLN+rk8pLX6L/MXUkBnEdnQyONfpKtH2OoKpCAQCgUAgcBK80NwfzFjc4QxXvYn5kOtq55lGV5tVbsIaV7Xuxxo/Ij3CXsGPbeaobGbIgIx7cJVQqW/2dgjwpTb7D5WmjSkZvMQveZaDSqEm8c/e33pS6XSeWEr12jhHF228aSjfBVDXbX2ETqxJbjZeGjd7FMSkOBwWPuKTH/vkvWNwHyaio3LPp5oiU/SE5sYiIzd/lP8bza2O4xijkLktWkNu3u+7vuaBlxLDER1s3Qqion2b6NtfOyvxt9lrnFtnpoJH0bFJat5RsAsFpt0To1jZh6oh2zEmJpI/J9EBsJrQ0m2uQJwJPQ77BNyiiewNbp5flW0d825bPNHAYuNbNy86navGWWSTjP8ofYJg1Xlsd3Xltvc7jVNxXcrNGcqNG6v1zXaClaYp7cJL8FozUF9rfif9bZjUW/FwQ/dIr2k7bGRE/I5llE1ZMBWNKUXHTsd+T5DRlu3gPO5VqLAXsoOaoIl+FJN/sZsflkWzcA1E8qzJ6nqhAMm39nt9MfUOj5qkC33jIeKhmhBiCWdAzWXXDl5sCDF44Tdm/KjXbL83ei3TJDfX5YXNh43rYw832X398RapQWMyL+Hwb1nz0kyuAv2+mtAAOSyRwaYte+gLvtcPYL/fm4suaDsIHJOOfZ4hva2PzSYY+11mAfT2ybEnENR7RPvx/EwQa42oum2yYNJUy65iQ/8GHgTY0NzQ/UH372yzt5FCliagLFysl1WR6LTZEW36y4ZUu/MN9ATmJGmxpuzH1PuCuQ0skSL5IH4UhxE/jn45OJEwgRXWG6QlUBd8M5ZECaNKCEF6YpqzbOAyS0sAUOR2EHzw474rc/Uey+wqVCAJ5Dh64QK/dbx8Xpd+ypivr661vNIBYCCWS0HH7oWKNIwyqFAB43RbDoeC2wgVfrM+N72PFGahh1j+CAQCgUAgcBLc8/LH7RraTAmx7soXp0Us7EEZiYO5Uap2iGRcBw12dYNlCWUu9mrYCTdLGPMoJYZgWtC0k9FNpP0Tq1KDmsA1C5IkmA09z9iIa7l6q9Q5wP1IW0OKcwSWwliwdGNsjNFUGAMZ7DSRoFBPSwTHynCHUqlaxXVzp4XUrlJ0NnfZgxzMRXdn11XKndXRwfoSI5xprFwa/Ur0sHRg3bDqpecRnZskNfeH+6qiPN3PPkftqgUeFpJ4JnXhn0nb4uthi7TeNX7jXbNY3OaRbIyWYK9nHN+8y51B4+jyFnSMEPlLblIq0LJsm2UQWrnOzUnnG7SL/TpnTyNKXU6GgXnybIElDcMyyfVu4eaqjdM2lgBwjnmqW73szsNYbC5ldoYCgoERARPCBpk2j03rjEWeZ9vH4RFqqAFx19R7fW25ypLM3c5FBFMRCAQCgUDgJHghLqUtSII37RHbkLA4AZbWW2yb8Y+d6w0DQWBMO0iSap8Al6kBbq+QXr3RUF2H8rYULObVsNMaatbCUZfzNnB1tYHC4OdKZh0TGAFUgR3CQZmKgzIXk9qB1FCuCNzi7TzqffbbaaGfL/vTjOnmJoUUxluVtjGO53rCRtmIaZoWa4OTH/MONhWaWGwgdaWJPyt+zL2YsnZFHVuLo0aXqrnVhvow5c2/sFXpo/vN1cOm4oGCNWh+7jy/gTH085sQY9G4zPd7vuVIQ1VQm771kXzZW1MMWuunObm1bKoVemNtbBI7bTUsCy4N0z+M7ClNwZxqMkCRykQcwLxSHnI2YMccs99PLUNB4bDNrgPG6nABJSbB7EF0DAdOpkk2KsZUcOAvaq/ZntrtTAwFu4pymPlV6sxtG5UttyGYikAgEAgEAifB/SYU6wUkYimY19bqGbTZyvaWKla3B9IWTDwGYwHqYs2KWRYSqK5tnY2bZTXJCam8IfV6q96BwtnWZF4o9fDCpuLmWuuOYDuwFqjrc3vYJagtBVxL4d5KUrS5bSKtt3mqQEJHfR+GlYNe4XHAG2QC66D2ETdgeaa8MAAvbZsdCMZsXhiD2zZtvhF3ofX3xGpmY2g/S/bonYKTLZtte7id7WjO5Lz34jWiwMNCIu+0xREqtZYZTPn3AevxNffXkrIg5oAs8HssV63PbArO9ym3szEZvWuilnlAdlZ7LzJX5Wm76WL9mldU5XI+my3AVoCZD6RYVzd/ZkaYma0eHtnsM6wvtmWwMfh5CbZ7GX0ibQOlPACYqeAU5rMFDZxdPaFx2Zy/PL9hKPSqeVpaJ9tXjodNRSAQCAQCgXvE/dpU5M4aI63psz1DDWnKmjROh6dHNknObBrMchXrSMos2JqZBmfCtmnvqnWbJHhwx2saWS93J1vXQ3t+TawNfQ3JUpmK3STTDGtltVVA4C41cpjV2wMpg3FuIoOAKnmib88GsF1Iau6ruHGIxQAp4znMCMalUvXCOruyK9rT3gfwMvaD2RJ0PduNEg/SGBo7htvRLNdaM6QByBpTxn0dsY2wtohdaWmYwENA49Wzzliwpm6sAL6/ToKtJVPRxH6jtnh/M8bOWKtGjQBVR97hDlvQQ5aVL3HdRMIOVE+IIywMpXWnnJHCAbk4tE2qhhG6w7M31u6Uq/2GMQjY9iXb/THTgGdef9t6sU60pPQFYEwO8P6g30yXQGw5sLllJoTH3hmCbdv9g00KDtz+DsTsFggEAoFA4CS4X6aCBPwqVK/LNlUqpLgLJGMtz65dIAw0i2W09sTS8eylYdhK1Iy1XvLcjNBOeF0QGjXiMYB1KOXj4VzrQeqG1e9kfUAKRfrwgzICqeY81z6rdLpo0u7fYU8sAJgfrPsxi0IJfgbSfpCKfbY07+LakVyfmaUCghW02ZxA0iYVoEsldNaxOb4FK4HZ18uk3jTJdBZvUxN9k1gqAKxMs+ZLa8VY+507UT0DLzeauaKtsCwaz4jKWHDcmDrnNNqjHfIvdmO3wMxEd6x+vppbQwNfu8005se3Uh5RZBd1+UbRN27zEbHCdIn9RIi+ndosGFn/XDCQaZ6NGWhji3hGs86ZYD3g9YY+yJaFPFQM3A95g0yTnycbe4fG1qPWbX4CzdvFj6FhbOj+4aeR7UIYwVQEAoFAIBA4CV5IQjGW0hr5vFmLBtY1vHklgluNXcGSHUunfkx1vclrnxZPwuwT7ETqj0CaseX8gKcErmE5vuSl1Ey5PaqfsdfiOc16vSaiMODnPft7gHptkL3RhiayTGTmuvf2JSQ5m415I6GDbSHfcaFqbLvSHF9/DpwboaMMLd7Bu9hLrL87VQvMrla7Vnk3+4/Ay4V29mk+lAJ79ZM/D8eH3pvRzkviX61Ge2yZi/X3lu0MZraf4ne6oUK0Hfo8qhdJ3d9eVYfdgDZOpZ1lDISfz1pGgllQfzzTducW2nd7mCbZIeKvDZquypgKP68LsVDJPO507GA7jX1pZ7LSHeZosCfepqKxG7HT3a/g6nUy1dPs503cOL20OZiKQCAQCAQC94EXwlRUKctEd+xwNRqrYPIJNglzac7KTrjrJEhbgaOMmfbvDksrh99Fs10eXddSLQqm5EU+EYqx0eS7WG8r8yJavVF+x5G1z6p5d85f3VptYjE4rtCzp8EYycS7c7vZe6Ox36H+WqmdR5COsxedtUm+b21qkKM3PvASYj5mLGBgdozeB6vX0QzdPlavte31V65lKohxqF5wqmGvjnyNwVuvx4RGlrVZqcNUGJOjdgMNy0ilsQNs16DX0sTVWf8d4WvjiJrTlC2mTzNoQo2w7OdozFsZthWWSRV9Uw6QhqHQSM7Iqm22ZyjWr6VWWMxwzPg0z6PDWNADMPuQYCoCgUAgEAjcB+6Vqcgkw9T1OJKgmoUibxNQBVViE2ShpRvW22xsKrpj7knqncX5Tv1e+62CkRuJshGS+RqN8PHXWse4HjWvyra9VUaKC9K5htpelXBbYsfbfTSW3yape+2hqkBkwGH1O2MhVsVye3Ryh6xL/l67q417SZ7f61nW37U68rCpeIiYjldR4Hnze+DL287t20Ywe9ZU8O102sdUQWZVCycsPwf1es3EnKwyFcTU8FBn+87492E54sX80rCP2o55sWU6zto7X5sfX/Fq4zGv3+8a+cLbQAw2BmWgiXBFvCS+ppr9VJmKCYwFz93+7jTsi9u7fgWNbSPPxYveyjVpGRE1A4FAIBAI3AfulamYqDv2oKhgmd6v/2W2vVho5jVS3Dpj0VoCYz9L5Ovr5e0aY0/L9+VA9WtsCK/VpGEwadeuxWJeyCoSZRxkD4uOKcTKWGmdj7L51e4Hf9qKClb77DED/q86RLoGU50821I9KCgEnbXT0wf9fefx1HEMi7H4oXAbs+V48M8y07NlrSbwsHDo2kPRGjRgcSv899swGMu5qIk34TczfS/Nund3HvLaO8+DVZn39XreWACYjuU3MtfG1q+FbuPcnbOpekuB1E6XYyTPv0XgGD8eYzzoIpJIa8e3zj5Zizw3wOuDwlf2GIY6tyBXiNp3zGRv0jxnGoeWQ6o2YS3Tfew3jZkKooaCqQgEAoFAIHAfuFem4pDOV/e3y4eQjEjGspgG3ADW25eSPGm0pnwTM2BMAkVF9MKsOMONxXmwiJ0bOuC2ta72IsBKzGmQWa9nRrwKk5Z9lDdbOzStg61zVZOeSLoGK0OxOeqYfabVevP8oPmemZSeF/edHyGuhViqqlygDf/cKg/BnALZWpDWwve78cvvKJllD0fD40YLhuSZm7kuTJdtizvCGkDgIWHfeBPgCGuvYA5xuGxD22zmCvc+0XzVzBO+7M0nje6Z149zlMrWXoEi0Ppq7Xwri2+8M5Zm7rP9Hc2ak1UwEdG05OeCOhfRiJipkLoN+4HKwPRYquaGuTE0diD8znSuwdhNzB001fY8Oiy7tiy817pznPbYmZD4dk3wrjliXRRMRSAQCAQCgZPgXpmKm/HibhU7IlXitbMVLwj4PPejFnLm03X1s2EooLWyI0VP/GvGvhika1ebs2X5LHPS7KMkaVcNoDIzy2sBTFKEkIy26ZaYht1Ze0tpXL+WZntFTeoYcjR90LaxMuQn3luercqJ/jH0nruedywTomFYWXtsGlttk9kx1upm9oEPPAgc2gX0stm8/2AQ/X6kb5hmX2/R0Prfy+3e/mYsve+O1+bpfGMDjvBp9m77enOxbOuc0pvY07Lomk5Urd4zIXWu9yWzKLU9npv88TENFkEZ9iGZqrYMUe9+cd+das1Zvl/M4RaRs/P7VZn3tBK5en0ITbDQzhgtA/eRsQdTEQgEAoFA4CRIkYcgEAgEAoHAKRBMRSAQCAQCgZMghIpAIBAIBAInQQgVgUAgEAgEToIQKgKBQCAQCJwEIVQEAoFAIBA4CUKoCAQCgUAgcBKEUBEIBAKBQOAkCKEiEAgEAoHASRBCRSAQCAQCgZMghIpAIBAIBAInQQgVgUAgEAgEToIQKgKBQCAQCJwEIVQEAoFAIBA4CUKoCAQCgUAgcBKEUBEIBAKBQOAkCKEiEAgEAoHASRBCRSAQCAQCgZMghIpAIBAIBAInQQgVgUAgEAgEToIQKgKBQCAQCJwEIVQEAoFAIBA4CUKoCAQCgUAgcBKEUBEIBAKBQOAk+P/Rvaew9RGmawAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_preds(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ , ax = plt.subplots(figsize=(10,10))\n",
    "x = open_image('plate.png')\n",
    "x = x.resize((3,48,100))\n",
    "input = normalize(x.data,tensor(imagenet_stats[0]),tensor(imagenet_stats[1])).unsqueeze(0)\n",
    "res = learn.model(input.cuda())\n",
    "outs = [data.train_ds.vocab.itos[i] for i in res.argmax(-1)[0]]\n",
    "x.show(ax=ax)\n",
    "\n",
    "to_print = ''\n",
    "for char in outs:\n",
    "  if char in ['0','1','2','3','4','5','6','7','8','9']:\n",
    "    to_print += char\n",
    "ax.title.set_text(f'Prediction: {to_print}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
